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   "cell_type": "code",
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   "outputs": [],
   "source": [
    "#using Revise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Recompiling stale cache file /Users/gentine/.julia/compiled/v1.2/LSM.ji for LSM [top-level]\n",
      "└ @ Base loading.jl:1240\n"
     ]
    },
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       "\"/Users/gentine/Dropbox/Collaborations_Projects/Optimal_Stomata/LSM-SPAM/test/../output\""
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add PATH\n",
    "push!(LOAD_PATH, joinpath(@__DIR__, \"..\", \"src\"))\n",
    "\n",
    "#using PyPlot\n",
    "using Plots\n",
    "using BenchmarkTools\n",
    "using DifferentialEquations\n",
    "\n",
    "using LSM.PhysCon\n",
    "using LSM.WaterMod\n",
    "#using LSM.LeafPhotosynthesisMod\n",
    "using LSM.LeafEnergyWaterBalanceMod\n",
    "\n",
    "output_dir = joinpath(@__DIR__,\"..\",\"output\")\n",
    "mkpath(output_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# T=270:0.1:315\n",
    "# muT = zeros(size(T));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i=1:length(T)\n",
    "#     muT[i] = μ_l(T[i]);\n",
    "# end\n",
    "# plot(T-273.15*ones(size(T)),muT/μ_l(273.15+20),label=\"mu/mu(20C)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# function lorenz!(du,u,p,t)\n",
    "#  du[1] = 10.0*(u[2]-u[1]);\n",
    "#  du[2] = u[1]*(28.0-u[3]) - u[2];\n",
    "#  du[3] = u[1]*u[2] - (8/3)*u[3];\n",
    "# end\n",
    "# u0 = [1.0;0.0;0.0];\n",
    "# tspan = (0.0,100.0);\n",
    "# prob = ODEProblem(lorenz!,u0,tspan);\n",
    "# sol = solve(prob);\n",
    "\n",
    "# plot(sol,vars=(1,2,3))\n",
    "\n",
    "# Create a leaf structure\n",
    "l = leaf_params{Float32}();\n",
    "# Create a Flux structure\n",
    "f = fluxes{Float32}();\n",
    "# Create a meteo structure\n",
    "met = meteo{Float32}();\n",
    "\n",
    "#met = meteo();\n",
    "\n",
    "# initialize some reasonable values\n",
    "f.Je   = 100; f.gbc  = 100; f.gbv  = 100; f.ceair= 1500; f.eair = 1500; f.APAR = 500; f.H=0;f.LE=0; # leaf should not have eair\n",
    "l.Kn = 2.44; l.α=0.2; l.ε=0.98; l.LMA=100e-3; l.RWC=80/100;l.psi_l=-1e6;l.psi_l50 = -2e6;l.ck=3;met.zscreen = 2.0;\n",
    "l.height   = 1.0; met.zscreen  = 2.0;\n",
    "met.stab_type_stable = 2;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# A diurnal cycle for radiation and Tair\n",
    "Deltat  = 60.0;\n",
    "Samp    = 500.0; # W/m2 amplitude\n",
    "DeltaSamp = 100.0;\n",
    "Tmean   = 273.15+20;\n",
    "DeltaT  = 3.0;\n",
    "t       = range(0, stop=24*3600, step=Deltat); # diurnal cycle in seconds\n",
    "#print(t)\n",
    "Sdown_t = Samp*ones(size(t));\n",
    "Tair_t  = Tmean*ones(size(t));\n",
    "zeros_t = zeros(size(t));\n",
    "for i = 1:length(Sdown_t)\n",
    "    if(t[i]>3*3600)\n",
    "         Sdown_t[i] = Samp+DeltaSamp;\n",
    "    end\n",
    "end\n",
    "#print(typeof(phase[1]));\n",
    "#print(typeof(Sdown_t[1]));\n",
    "#print(Sdown_t);\n",
    "#clf();\n",
    "#fig = figure(\"Diurnal cycle\", figsize=(10,5));\n",
    "# plot(t/3600,Sdown_t)\n",
    "#plot!(t/3600,10*(Tair_t-273.15*ones(size(Tair_t))))\n",
    "#    title = \"Shortwave Incoming radiation (W/m^2)\");#,\n",
    "#    xlabel = \"Hours\",\n",
    "#    ylabel = \"S_{down} (W/m^2)\")\n",
    "#plot(t/3600,Tair_t-273.15*ones(size(Tair_t)),\n",
    "#    title = \"Temperature (C)\",\n",
    "#    xlabel = \"Hours\",\n",
    "#    ylabel = \"Temperature (C)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
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       "  672.986,88.0053 674.417,88.0053 675.849,88.0053 677.281,88.0053 678.713,88.0053 680.145,88.0053 681.576,88.0053 683.008,88.0053 684.44,88.0053 685.872,88.0053 \n",
       "  687.303,88.0053 688.735,88.0053 690.167,88.0053 691.599,88.0053 693.031,88.0053 694.462,88.0053 695.894,88.0053 697.326,88.0053 698.758,88.0053 700.19,88.0053 \n",
       "  701.621,88.0053 703.053,88.0053 704.485,88.0053 705.917,88.0053 707.348,88.0053 708.78,88.0053 710.212,88.0053 711.644,88.0053 713.076,88.0053 714.507,88.0053 \n",
       "  715.939,88.0053 717.371,88.0053 718.803,88.0053 720.235,88.0053 721.666,88.0053 723.098,88.0053 724.53,88.0053 725.962,88.0053 727.393,88.0053 728.825,88.0053 \n",
       "  730.257,88.0053 731.689,88.0053 733.121,88.0053 734.552,88.0053 735.984,88.0053 737.416,88.0053 738.848,88.0053 740.28,88.0053 741.711,88.0053 743.143,88.0053 \n",
       "  744.575,88.0053 746.007,88.0053 747.438,88.0053 748.87,88.0053 750.302,88.0053 751.734,88.0053 753.166,88.0053 754.597,88.0053 756.029,88.0053 757.461,88.0053 \n",
       "  758.893,88.0053 760.325,88.0053 761.756,88.0053 763.188,88.0053 764.62,88.0053 766.052,88.0053 767.483,88.0053 768.915,88.0053 770.347,88.0053 771.779,88.0053 \n",
       "  773.211,88.0053 774.642,88.0053 776.074,88.0053 777.506,88.0053 778.938,88.0053 780.37,88.0053 781.801,88.0053 783.233,88.0053 784.665,88.0053 786.097,88.0053 \n",
       "  787.528,88.0053 788.96,88.0053 790.392,88.0053 791.824,88.0053 793.256,88.0053 794.687,88.0053 796.119,88.0053 797.551,88.0053 798.983,88.0053 800.415,88.0053 \n",
       "  801.846,88.0053 803.278,88.0053 804.71,88.0053 806.142,88.0053 807.573,88.0053 809.005,88.0053 810.437,88.0053 811.869,88.0053 813.301,88.0053 814.732,88.0053 \n",
       "  816.164,88.0053 817.596,88.0053 819.028,88.0053 820.46,88.0053 821.891,88.0053 823.323,88.0053 824.755,88.0053 826.187,88.0053 827.618,88.0053 829.05,88.0053 \n",
       "  830.482,88.0053 831.914,88.0053 833.346,88.0053 834.777,88.0053 836.209,88.0053 837.641,88.0053 839.073,88.0053 840.504,88.0053 841.936,88.0053 843.368,88.0053 \n",
       "  844.8,88.0053 846.232,88.0053 847.663,88.0053 849.095,88.0053 850.527,88.0053 851.959,88.0053 853.391,88.0053 854.822,88.0053 856.254,88.0053 857.686,88.0053 \n",
       "  859.118,88.0053 860.549,88.0053 861.981,88.0053 863.413,88.0053 864.845,88.0053 866.277,88.0053 867.708,88.0053 869.14,88.0053 870.572,88.0053 872.004,88.0053 \n",
       "  873.436,88.0053 874.867,88.0053 876.299,88.0053 877.731,88.0053 879.163,88.0053 880.594,88.0053 882.026,88.0053 883.458,88.0053 884.89,88.0053 886.322,88.0053 \n",
       "  887.753,88.0053 889.185,88.0053 890.617,88.0053 892.049,88.0053 893.481,88.0053 894.912,88.0053 896.344,88.0053 897.776,88.0053 899.208,88.0053 900.639,88.0053 \n",
       "  902.071,88.0053 903.503,88.0053 904.935,88.0053 906.367,88.0053 907.798,88.0053 909.23,88.0053 910.662,88.0053 912.094,88.0053 913.526,88.0053 914.957,88.0053 \n",
       "  916.389,88.0053 917.821,88.0053 919.253,88.0053 920.684,88.0053 922.116,88.0053 923.548,88.0053 924.98,88.0053 926.412,88.0053 927.843,88.0053 929.275,88.0053 \n",
       "  930.707,88.0053 932.139,88.0053 933.571,88.0053 935.002,88.0053 936.434,88.0053 937.866,88.0053 939.298,88.0053 940.729,88.0053 942.161,88.0053 943.593,88.0053 \n",
       "  945.025,88.0053 946.457,88.0053 947.888,88.0053 949.32,88.0053 950.752,88.0053 952.184,88.0053 953.616,88.0053 955.047,88.0053 956.479,88.0053 957.911,88.0053 \n",
       "  959.343,88.0053 960.774,88.0053 962.206,88.0053 963.638,88.0053 965.07,88.0053 966.502,88.0053 967.933,88.0053 969.365,88.0053 970.797,88.0053 972.229,88.0053 \n",
       "  973.661,88.0053 975.092,88.0053 976.524,88.0053 977.956,88.0053 979.388,88.0053 980.819,88.0053 982.251,88.0053 983.683,88.0053 985.115,88.0053 986.547,88.0053 \n",
       "  987.978,88.0053 989.41,88.0053 990.842,88.0053 992.274,88.0053 993.705,88.0053 995.137,88.0053 996.569,88.0053 998.001,88.0053 999.433,88.0053 1000.86,88.0053 \n",
       "  1002.3,88.0053 1003.73,88.0053 1005.16,88.0053 1006.59,88.0053 1008.02,88.0053 1009.46,88.0053 1010.89,88.0053 1012.32,88.0053 1013.75,88.0053 1015.18,88.0053 \n",
       "  1016.61,88.0053 1018.05,88.0053 1019.48,88.0053 1020.91,88.0053 1022.34,88.0053 1023.77,88.0053 1025.2,88.0053 1026.64,88.0053 1028.07,88.0053 1029.5,88.0053 \n",
       "  1030.93,88.0053 1032.36,88.0053 1033.8,88.0053 1035.23,88.0053 1036.66,88.0053 1038.09,88.0053 1039.52,88.0053 1040.95,88.0053 1042.39,88.0053 1043.82,88.0053 \n",
       "  1045.25,88.0053 1046.68,88.0053 1048.11,88.0053 1049.55,88.0053 1050.98,88.0053 1052.41,88.0053 1053.84,88.0053 1055.27,88.0053 1056.7,88.0053 1058.14,88.0053 \n",
       "  1059.57,88.0053 1061,88.0053 1062.43,88.0053 1063.86,88.0053 1065.29,88.0053 1066.73,88.0053 1068.16,88.0053 1069.59,88.0053 1071.02,88.0053 1072.45,88.0053 \n",
       "  1073.89,88.0053 1075.32,88.0053 1076.75,88.0053 1078.18,88.0053 1079.61,88.0053 1081.04,88.0053 1082.48,88.0053 1083.91,88.0053 1085.34,88.0053 1086.77,88.0053 \n",
       "  1088.2,88.0053 1089.64,88.0053 1091.07,88.0053 1092.5,88.0053 1093.93,88.0053 1095.36,88.0053 1096.79,88.0053 1098.23,88.0053 1099.66,88.0053 1101.09,88.0053 \n",
       "  1102.52,88.0053 1103.95,88.0053 1105.38,88.0053 1106.82,88.0053 1108.25,88.0053 1109.68,88.0053 1111.11,88.0053 1112.54,88.0053 1113.98,88.0053 1115.41,88.0053 \n",
       "  1116.84,88.0053 1118.27,88.0053 1119.7,88.0053 1121.13,88.0053 1122.57,88.0053 1124,88.0053 1125.43,88.0053 1126.86,88.0053 1128.29,88.0053 1129.73,88.0053 \n",
       "  1131.16,88.0053 1132.59,88.0053 1134.02,88.0053 1135.45,88.0053 1136.88,88.0053 1138.32,88.0053 1139.75,88.0053 1141.18,88.0053 1142.61,88.0053 1144.04,88.0053 \n",
       "  1145.47,88.0053 1146.91,88.0053 1148.34,88.0053 1149.77,88.0053 1151.2,88.0053 1152.63,88.0053 1154.07,88.0053 1155.5,88.0053 1156.93,88.0053 1158.36,88.0053 \n",
       "  1159.79,88.0053 1161.22,88.0053 1162.66,88.0053 1164.09,88.0053 1165.52,88.0053 1166.95,88.0053 1168.38,88.0053 1169.82,88.0053 1171.25,88.0053 1172.68,88.0053 \n",
       "  1174.11,88.0053 1175.54,88.0053 1176.97,88.0053 1178.41,88.0053 1179.84,88.0053 1181.27,88.0053 1182.7,88.0053 1184.13,88.0053 1185.56,88.0053 1187,88.0053 \n",
       "  1188.43,88.0053 1189.86,88.0053 1191.29,88.0053 1192.72,88.0053 1194.16,88.0053 1195.59,88.0053 1197.02,88.0053 1198.45,88.0053 1199.88,88.0053 1201.31,88.0053 \n",
       "  1202.75,88.0053 1204.18,88.0053 1205.61,88.0053 1207.04,88.0053 1208.47,88.0053 1209.91,88.0053 1211.34,88.0053 1212.77,88.0053 1214.2,88.0053 1215.63,88.0053 \n",
       "  1217.06,88.0053 1218.5,88.0053 1219.93,88.0053 1221.36,88.0053 1222.79,88.0053 1224.22,88.0053 1225.65,88.0053 1227.09,88.0053 1228.52,88.0053 1229.95,88.0053 \n",
       "  1231.38,88.0053 1232.81,88.0053 1234.25,88.0053 1235.68,88.0053 1237.11,88.0053 1238.54,88.0053 1239.97,88.0053 1241.4,88.0053 1242.84,88.0053 1244.27,88.0053 \n",
       "  1245.7,88.0053 1247.13,88.0053 1248.56,88.0053 1250,88.0053 1251.43,88.0053 1252.86,88.0053 1254.29,88.0053 1255.72,88.0053 1257.15,88.0053 1258.59,88.0053 \n",
       "  1260.02,88.0053 1261.45,88.0053 1262.88,88.0053 1264.31,88.0053 1265.74,88.0053 1267.18,88.0053 1268.61,88.0053 1270.04,88.0053 1271.47,88.0053 1272.9,88.0053 \n",
       "  1274.34,88.0053 1275.77,88.0053 1277.2,88.0053 1278.63,88.0053 1280.06,88.0053 1281.49,88.0053 1282.93,88.0053 1284.36,88.0053 1285.79,88.0053 1287.22,88.0053 \n",
       "  1288.65,88.0053 1290.09,88.0053 1291.52,88.0053 1292.95,88.0053 1294.38,88.0053 1295.81,88.0053 1297.24,88.0053 1298.68,88.0053 1300.11,88.0053 1301.54,88.0053 \n",
       "  1302.97,88.0053 1304.4,88.0053 1305.83,88.0053 1307.27,88.0053 1308.7,88.0053 1310.13,88.0053 1311.56,88.0053 1312.99,88.0053 1314.43,88.0053 1315.86,88.0053 \n",
       "  1317.29,88.0053 1318.72,88.0053 1320.15,88.0053 1321.58,88.0053 1323.02,88.0053 1324.45,88.0053 1325.88,88.0053 1327.31,88.0053 1328.74,88.0053 1330.17,88.0053 \n",
       "  1331.61,88.0053 1333.04,88.0053 1334.47,88.0053 1335.9,88.0053 1337.33,88.0053 1338.77,88.0053 1340.2,88.0053 1341.63,88.0053 1343.06,88.0053 1344.49,88.0053 \n",
       "  1345.92,88.0053 1347.36,88.0053 1348.79,88.0053 1350.22,88.0053 1351.65,88.0053 1353.08,88.0053 1354.52,88.0053 1355.95,88.0053 1357.38,88.0053 1358.81,88.0053 \n",
       "  1360.24,88.0053 1361.67,88.0053 1363.11,88.0053 1364.54,88.0053 1365.97,88.0053 1367.4,88.0053 1368.83,88.0053 1370.26,88.0053 1371.7,88.0053 1373.13,88.0053 \n",
       "  1374.56,88.0053 1375.99,88.0053 1377.42,88.0053 1378.86,88.0053 1380.29,88.0053 1381.72,88.0053 1383.15,88.0053 1384.58,88.0053 1386.01,88.0053 1387.45,88.0053 \n",
       "  1388.88,88.0053 1390.31,88.0053 1391.74,88.0053 1393.17,88.0053 1394.61,88.0053 1396.04,88.0053 1397.47,88.0053 1398.9,88.0053 1400.33,88.0053 1401.76,88.0053 \n",
       "  1403.2,88.0053 1404.63,88.0053 1406.06,88.0053 1407.49,88.0053 1408.92,88.0053 1410.35,88.0053 1411.79,88.0053 1413.22,88.0053 1414.65,88.0053 1416.08,88.0053 \n",
       "  1417.51,88.0053 1418.95,88.0053 1420.38,88.0053 1421.81,88.0053 1423.24,88.0053 1424.67,88.0053 1426.1,88.0053 1427.54,88.0053 1428.97,88.0053 1430.4,88.0053 \n",
       "  1431.83,88.0053 1433.26,88.0053 1434.7,88.0053 1436.13,88.0053 1437.56,88.0053 1438.99,88.0053 1440.42,88.0053 1441.85,88.0053 1443.29,88.0053 1444.72,88.0053 \n",
       "  1446.15,88.0053 1447.58,88.0053 1449.01,88.0053 1450.44,88.0053 1451.88,88.0053 1453.31,88.0053 1454.74,88.0053 1456.17,88.0053 1457.6,88.0053 1459.04,88.0053 \n",
       "  1460.47,88.0053 1461.9,88.0053 1463.33,88.0053 1464.76,88.0053 1466.19,88.0053 1467.63,88.0053 1469.06,88.0053 1470.49,88.0053 1471.92,88.0053 1473.35,88.0053 \n",
       "  1474.79,88.0053 1476.22,88.0053 1477.65,88.0053 1479.08,88.0053 1480.51,88.0053 1481.94,88.0053 1483.38,88.0053 1484.81,88.0053 1486.24,88.0053 1487.67,88.0053 \n",
       "  1489.1,88.0053 1490.53,88.0053 1491.97,88.0053 1493.4,88.0053 1494.83,88.0053 1496.26,88.0053 1497.69,88.0053 1499.13,88.0053 1500.56,88.0053 1501.99,88.0053 \n",
       "  1503.42,88.0053 1504.85,88.0053 1506.28,88.0053 1507.72,88.0053 1509.15,88.0053 1510.58,88.0053 1512.01,88.0053 1513.44,88.0053 1514.88,88.0053 1516.31,88.0053 \n",
       "  1517.74,88.0053 1519.17,88.0053 1520.6,88.0053 1522.03,88.0053 1523.47,88.0053 1524.9,88.0053 1526.33,88.0053 1527.76,88.0053 1529.19,88.0053 1530.62,88.0053 \n",
       "  1532.06,88.0053 1533.49,88.0053 1534.92,88.0053 1536.35,88.0053 1537.78,88.0053 1539.22,88.0053 1540.65,88.0053 1542.08,88.0053 1543.51,88.0053 1544.94,88.0053 \n",
       "  1546.37,88.0053 1547.81,88.0053 1549.24,88.0053 1550.67,88.0053 1552.1,88.0053 1553.53,88.0053 1554.97,88.0053 1556.4,88.0053 1557.83,88.0053 1559.26,88.0053 \n",
       "  1560.69,88.0053 1562.12,88.0053 1563.56,88.0053 1564.99,88.0053 1566.42,88.0053 1567.85,88.0053 1569.28,88.0053 1570.71,88.0053 1572.15,88.0053 1573.58,88.0053 \n",
       "  1575.01,88.0053 1576.44,88.0053 1577.87,88.0053 1579.31,88.0053 1580.74,88.0053 1582.17,88.0053 1583.6,88.0053 1585.03,88.0053 1586.46,88.0053 1587.9,88.0053 \n",
       "  1589.33,88.0053 1590.76,88.0053 1592.19,88.0053 1593.62,88.0053 1595.06,88.0053 1596.49,88.0053 1597.92,88.0053 1599.35,88.0053 1600.78,88.0053 1602.21,88.0053 \n",
       "  1603.65,88.0053 1605.08,88.0053 1606.51,88.0053 1607.94,88.0053 1609.37,88.0053 1610.8,88.0053 1612.24,88.0053 1613.67,88.0053 1615.1,88.0053 1616.53,88.0053 \n",
       "  1617.96,88.0053 1619.4,88.0053 1620.83,88.0053 1622.26,88.0053 1623.69,88.0053 1625.12,88.0053 1626.55,88.0053 1627.99,88.0053 1629.42,88.0053 1630.85,88.0053 \n",
       "  1632.28,88.0053 1633.71,88.0053 1635.15,88.0053 1636.58,88.0053 1638.01,88.0053 1639.44,88.0053 1640.87,88.0053 1642.3,88.0053 1643.74,88.0053 1645.17,88.0053 \n",
       "  1646.6,88.0053 1648.03,88.0053 1649.46,88.0053 1650.89,88.0053 1652.33,88.0053 1653.76,88.0053 1655.19,88.0053 1656.62,88.0053 1658.05,88.0053 1659.49,88.0053 \n",
       "  1660.92,88.0053 1662.35,88.0053 1663.78,88.0053 1665.21,88.0053 1666.64,88.0053 1668.08,88.0053 1669.51,88.0053 1670.94,88.0053 1672.37,88.0053 1673.8,88.0053 \n",
       "  1675.24,88.0053 1676.67,88.0053 1678.1,88.0053 1679.53,88.0053 1680.96,88.0053 1682.39,88.0053 1683.83,88.0053 1685.26,88.0053 1686.69,88.0053 1688.12,88.0053 \n",
       "  1689.55,88.0053 1690.98,88.0053 1692.42,88.0053 1693.85,88.0053 1695.28,88.0053 1696.71,88.0053 1698.14,88.0053 1699.58,88.0053 1701.01,88.0053 1702.44,88.0053 \n",
       "  1703.87,88.0053 1705.3,88.0053 1706.73,88.0053 1708.17,88.0053 1709.6,88.0053 1711.03,88.0053 1712.46,88.0053 1713.89,88.0053 1715.33,88.0053 1716.76,88.0053 \n",
       "  1718.19,88.0053 1719.62,88.0053 1721.05,88.0053 1722.48,88.0053 1723.92,88.0053 1725.35,88.0053 1726.78,88.0053 1728.21,88.0053 1729.64,88.0053 1731.07,88.0053 \n",
       "  1732.51,88.0053 1733.94,88.0053 1735.37,88.0053 1736.8,88.0053 1738.23,88.0053 1739.67,88.0053 1741.1,88.0053 1742.53,88.0053 1743.96,88.0053 1745.39,88.0053 \n",
       "  1746.82,88.0053 1748.26,88.0053 1749.69,88.0053 1751.12,88.0053 1752.55,88.0053 1753.98,88.0053 1755.42,88.0053 1756.85,88.0053 1758.28,88.0053 1759.71,88.0053 \n",
       "  1761.14,88.0053 1762.57,88.0053 1764.01,88.0053 1765.44,88.0053 1766.87,88.0053 1768.3,88.0053 1769.73,88.0053 1771.16,88.0053 1772.6,88.0053 1774.03,88.0053 \n",
       "  1775.46,88.0053 1776.89,88.0053 1778.32,88.0053 1779.76,88.0053 1781.19,88.0053 1782.62,88.0053 1784.05,88.0053 1785.48,88.0053 1786.91,88.0053 1788.35,88.0053 \n",
       "  1789.78,88.0053 1791.21,88.0053 1792.64,88.0053 1794.07,88.0053 1795.51,88.0053 1796.94,88.0053 1798.37,88.0053 1799.8,88.0053 1801.23,88.0053 1802.66,88.0053 \n",
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     "execution_count": 7,
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   "source": [
    "plot(t/3600,Sdown_t,label=\"Sdown (W/m2)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
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       "  427.127,1446.71 428.55,1446.71 429.973,1446.71 431.396,1446.71 432.819,1446.71 434.242,1446.71 435.665,1446.71 437.088,1446.71 438.511,1446.71 439.934,1446.71 \n",
       "  441.357,1446.71 442.78,1446.71 444.203,1446.71 445.626,1446.71 447.049,1446.71 448.472,1446.71 449.895,1446.71 451.318,1446.71 452.741,1446.71 454.164,1446.71 \n",
       "  455.588,1446.71 457.011,1446.71 458.434,1446.71 459.857,1446.71 461.28,1446.71 462.703,1446.71 464.126,1446.71 465.549,1446.71 466.972,1446.71 468.395,1446.71 \n",
       "  469.818,1446.71 471.241,1446.71 472.664,1446.71 474.087,1446.71 475.51,1446.71 476.933,1446.71 478.356,1446.71 479.779,1446.71 481.202,1446.71 482.625,1446.71 \n",
       "  484.048,1446.71 485.471,1446.71 486.894,1446.71 488.317,1446.71 489.74,1446.71 491.163,1446.71 492.586,1446.71 494.009,1446.71 495.432,1446.71 496.855,1446.71 \n",
       "  498.278,1446.71 499.701,1446.71 501.124,1446.71 502.547,1446.71 503.97,1446.71 505.393,1446.71 506.816,1446.71 508.239,1446.71 509.662,1446.71 511.085,1446.71 \n",
       "  512.508,1446.71 513.931,1446.71 515.354,1446.71 516.777,1446.71 518.2,1446.71 519.623,1446.71 521.046,1446.71 522.469,1446.71 523.892,1446.71 525.315,1446.71 \n",
       "  526.738,1446.71 528.161,1446.71 529.584,1446.71 531.007,1446.71 532.431,1446.71 533.854,1446.71 535.277,1446.71 536.7,1446.71 538.123,1446.71 539.546,1446.71 \n",
       "  540.969,1446.71 542.392,1446.71 543.815,1446.71 545.238,1446.71 546.661,1446.71 548.084,1446.71 549.507,1446.71 550.93,1446.71 552.353,1446.71 553.776,1446.71 \n",
       "  555.199,1446.71 556.622,1446.71 558.045,1446.71 559.468,1446.71 560.891,1446.71 562.314,1446.71 563.737,1446.71 565.16,1446.71 566.583,1446.71 568.006,1446.71 \n",
       "  569.429,1446.71 570.852,1446.71 572.275,1446.71 573.698,1446.71 575.121,1446.71 576.544,1446.71 577.967,1446.71 579.39,1446.71 580.813,1446.71 582.236,1446.71 \n",
       "  583.659,1446.71 585.082,1446.71 586.505,1446.71 587.928,1446.71 589.351,1446.71 590.774,1446.71 592.197,1446.71 593.62,1446.71 595.043,1446.71 596.466,1446.71 \n",
       "  597.889,1446.71 599.312,1446.71 600.735,1446.71 602.158,1446.71 603.581,1446.71 605.004,1446.71 606.427,1446.71 607.85,1446.71 609.274,1446.71 610.697,1446.71 \n",
       "  612.12,1446.71 613.543,1446.71 614.966,1446.71 616.389,1446.71 617.812,1446.71 619.235,1446.71 620.658,1446.71 622.081,1446.71 623.504,1446.71 624.927,1446.71 \n",
       "  626.35,1446.71 627.773,1446.71 629.196,1446.71 630.619,1446.71 632.042,1446.71 633.465,1446.71 634.888,1446.71 636.311,1446.71 637.734,1446.71 639.157,1446.71 \n",
       "  640.58,1446.71 642.003,1446.71 643.426,1446.71 644.849,1446.71 646.272,1446.71 647.695,1446.71 649.118,1446.71 650.541,1446.71 651.964,1446.71 653.387,1446.71 \n",
       "  654.81,1446.71 656.233,1446.71 657.656,1446.71 659.079,1446.71 660.502,1446.71 661.925,1446.71 663.348,1446.71 664.771,1446.71 666.194,1446.71 667.617,1446.71 \n",
       "  669.04,1446.71 670.463,1446.71 671.886,1446.71 673.309,1446.71 674.732,1446.71 676.155,1446.71 677.578,1446.71 679.001,1446.71 680.424,1446.71 681.847,1446.71 \n",
       "  683.27,1446.71 684.694,1446.71 686.117,1446.71 687.54,1446.71 688.963,1446.71 690.386,1446.71 691.809,1446.71 693.232,1446.71 694.655,1446.71 696.078,1446.71 \n",
       "  697.501,1446.71 698.924,1446.71 700.347,1446.71 701.77,1446.71 703.193,1446.71 704.616,1446.71 706.039,1446.71 707.462,1446.71 708.885,1446.71 710.308,1446.71 \n",
       "  711.731,1446.71 713.154,1446.71 714.577,1446.71 716,1446.71 717.423,1446.71 718.846,1446.71 720.269,1446.71 721.692,1446.71 723.115,1446.71 724.538,1446.71 \n",
       "  725.961,1446.71 727.384,1446.71 728.807,1446.71 730.23,1446.71 731.653,1446.71 733.076,1446.71 734.499,1446.71 735.922,1446.71 737.345,1446.71 738.768,1446.71 \n",
       "  740.191,1446.71 741.614,1446.71 743.037,1446.71 744.46,1446.71 745.883,1446.71 747.306,1446.71 748.729,1446.71 750.152,1446.71 751.575,1446.71 752.998,1446.71 \n",
       "  754.421,1446.71 755.844,1446.71 757.267,1446.71 758.69,1446.71 760.113,1446.71 761.537,1446.71 762.96,1446.71 764.383,1446.71 765.806,1446.71 767.229,1446.71 \n",
       "  768.652,1446.71 770.075,1446.71 771.498,1446.71 772.921,1446.71 774.344,1446.71 775.767,1446.71 777.19,1446.71 778.613,1446.71 780.036,1446.71 781.459,1446.71 \n",
       "  782.882,1446.71 784.305,1446.71 785.728,1446.71 787.151,1446.71 788.574,1446.71 789.997,1446.71 791.42,1446.71 792.843,1446.71 794.266,1446.71 795.689,1446.71 \n",
       "  797.112,1446.71 798.535,1446.71 799.958,1446.71 801.381,1446.71 802.804,1446.71 804.227,1446.71 805.65,1446.71 807.073,1446.71 808.496,1446.71 809.919,1446.71 \n",
       "  811.342,1446.71 812.765,1446.71 814.188,1446.71 815.611,1446.71 817.034,1446.71 818.457,1446.71 819.88,1446.71 821.303,1446.71 822.726,1446.71 824.149,1446.71 \n",
       "  825.572,1446.71 826.995,1446.71 828.418,1446.71 829.841,1446.71 831.264,1446.71 832.687,1446.71 834.11,1446.71 835.533,1446.71 836.956,1446.71 838.38,1446.71 \n",
       "  839.803,1446.71 841.226,1446.71 842.649,1446.71 844.072,1446.71 845.495,1446.71 846.918,1446.71 848.341,1446.71 849.764,1446.71 851.187,1446.71 852.61,1446.71 \n",
       "  854.033,1446.71 855.456,1446.71 856.879,1446.71 858.302,1446.71 859.725,1446.71 861.148,1446.71 862.571,1446.71 863.994,1446.71 865.417,1446.71 866.84,1446.71 \n",
       "  868.263,1446.71 869.686,1446.71 871.109,1446.71 872.532,1446.71 873.955,1446.71 875.378,1446.71 876.801,1446.71 878.224,1446.71 879.647,1446.71 881.07,1446.71 \n",
       "  882.493,1446.71 883.916,1446.71 885.339,1446.71 886.762,1446.71 888.185,1446.71 889.608,1446.71 891.031,1446.71 892.454,1446.71 893.877,1446.71 895.3,1446.71 \n",
       "  896.723,1446.71 898.146,1446.71 899.569,1446.71 900.992,1446.71 902.415,1446.71 903.838,1446.71 905.261,1446.71 906.684,1446.71 908.107,1446.71 909.53,1446.71 \n",
       "  910.953,1446.71 912.376,1446.71 913.799,1446.71 915.223,1446.71 916.646,1446.71 918.069,1446.71 919.492,1446.71 920.915,1446.71 922.338,1446.71 923.761,1446.71 \n",
       "  925.184,1446.71 926.607,1446.71 928.03,1446.71 929.453,1446.71 930.876,1446.71 932.299,1446.71 933.722,1446.71 935.145,1446.71 936.568,1446.71 937.991,1446.71 \n",
       "  939.414,1446.71 940.837,1446.71 942.26,1446.71 943.683,1446.71 945.106,1446.71 946.529,1446.71 947.952,1446.71 949.375,1446.71 950.798,1446.71 952.221,1446.71 \n",
       "  953.644,1446.71 955.067,1446.71 956.49,1446.71 957.913,1446.71 959.336,1446.71 960.759,1446.71 962.182,1446.71 963.605,1446.71 965.028,1446.71 966.451,1446.71 \n",
       "  967.874,1446.71 969.297,1446.71 970.72,1446.71 972.143,1446.71 973.566,1446.71 974.989,1446.71 976.412,1446.71 977.835,1446.71 979.258,1446.71 980.681,1446.71 \n",
       "  982.104,1446.71 983.527,1446.71 984.95,1446.71 986.373,1446.71 987.796,1446.71 989.219,1446.71 990.643,1446.71 992.066,1446.71 993.489,1446.71 994.912,1446.71 \n",
       "  996.335,1446.71 997.758,1446.71 999.181,1446.71 1000.6,1446.71 1002.03,1446.71 1003.45,1446.71 1004.87,1446.71 1006.3,1446.71 1007.72,1446.71 1009.14,1446.71 \n",
       "  1010.56,1446.71 1011.99,1446.71 1013.41,1446.71 1014.83,1446.71 1016.26,1446.71 1017.68,1446.71 1019.1,1446.71 1020.53,1446.71 1021.95,1446.71 1023.37,1446.71 \n",
       "  1024.79,1446.71 1026.22,1446.71 1027.64,1446.71 1029.06,1446.71 1030.49,1446.71 1031.91,1446.71 1033.33,1446.71 1034.76,1446.71 1036.18,1446.71 1037.6,1446.71 \n",
       "  1039.03,1446.71 1040.45,1446.71 1041.87,1446.71 1043.29,1446.71 1044.72,1446.71 1046.14,1446.71 1047.56,1446.71 1048.99,1446.71 1050.41,1446.71 1051.83,1446.71 \n",
       "  1053.26,1446.71 1054.68,1446.71 1056.1,1446.71 1057.52,1446.71 1058.95,1446.71 1060.37,1446.71 1061.79,1446.71 1063.22,1446.71 1064.64,1446.71 1066.06,1446.71 \n",
       "  1067.49,1446.71 1068.91,1446.71 1070.33,1446.71 1071.75,1446.71 1073.18,1446.71 1074.6,1446.71 1076.02,1446.71 1077.45,1446.71 1078.87,1446.71 1080.29,1446.71 \n",
       "  1081.72,1446.71 1083.14,1446.71 1084.56,1446.71 1085.98,1446.71 1087.41,1446.71 1088.83,1446.71 1090.25,1446.71 1091.68,1446.71 1093.1,1446.71 1094.52,1446.71 \n",
       "  1095.95,1446.71 1097.37,1446.71 1098.79,1446.71 1100.21,1446.71 1101.64,1446.71 1103.06,1446.71 1104.48,1446.71 1105.91,1446.71 1107.33,1446.71 1108.75,1446.71 \n",
       "  1110.18,1446.71 1111.6,1446.71 1113.02,1446.71 1114.45,1446.71 1115.87,1446.71 1117.29,1446.71 1118.71,1446.71 1120.14,1446.71 1121.56,1446.71 1122.98,1446.71 \n",
       "  1124.41,1446.71 1125.83,1446.71 1127.25,1446.71 1128.68,1446.71 1130.1,1446.71 1131.52,1446.71 1132.94,1446.71 1134.37,1446.71 1135.79,1446.71 1137.21,1446.71 \n",
       "  1138.64,1446.71 1140.06,1446.71 1141.48,1446.71 1142.91,1446.71 1144.33,1446.71 1145.75,1446.71 1147.17,1446.71 1148.6,1446.71 1150.02,1446.71 1151.44,1446.71 \n",
       "  1152.87,1446.71 1154.29,1446.71 1155.71,1446.71 1157.14,1446.71 1158.56,1446.71 1159.98,1446.71 1161.4,1446.71 1162.83,1446.71 1164.25,1446.71 1165.67,1446.71 \n",
       "  1167.1,1446.71 1168.52,1446.71 1169.94,1446.71 1171.37,1446.71 1172.79,1446.71 1174.21,1446.71 1175.63,1446.71 1177.06,1446.71 1178.48,1446.71 1179.9,1446.71 \n",
       "  1181.33,1446.71 1182.75,1446.71 1184.17,1446.71 1185.6,1446.71 1187.02,1446.71 1188.44,1446.71 1189.87,1446.71 1191.29,1446.71 1192.71,1446.71 1194.13,1446.71 \n",
       "  1195.56,1446.71 1196.98,1446.71 1198.4,1446.71 1199.83,1446.71 1201.25,1446.71 1202.67,1446.71 1204.1,1446.71 1205.52,1446.71 1206.94,1446.71 1208.36,1446.71 \n",
       "  1209.79,1446.71 1211.21,1446.71 1212.63,1446.71 1214.06,1446.71 1215.48,1446.71 1216.9,1446.71 1218.33,1446.71 1219.75,1446.71 1221.17,1446.71 1222.59,1446.71 \n",
       "  1224.02,1446.71 1225.44,1446.71 1226.86,1446.71 1228.29,1446.71 1229.71,1446.71 1231.13,1446.71 1232.56,1446.71 1233.98,1446.71 1235.4,1446.71 1236.82,1446.71 \n",
       "  1238.25,1446.71 1239.67,1446.71 1241.09,1446.71 1242.52,1446.71 1243.94,1446.71 1245.36,1446.71 1246.79,1446.71 1248.21,1446.71 1249.63,1446.71 1251.05,1446.71 \n",
       "  1252.48,1446.71 1253.9,1446.71 1255.32,1446.71 1256.75,1446.71 1258.17,1446.71 1259.59,1446.71 1261.02,1446.71 1262.44,1446.71 1263.86,1446.71 1265.29,1446.71 \n",
       "  1266.71,1446.71 1268.13,1446.71 1269.55,1446.71 1270.98,1446.71 1272.4,1446.71 1273.82,1446.71 1275.25,1446.71 1276.67,1446.71 1278.09,1446.71 1279.52,1446.71 \n",
       "  1280.94,1446.71 1282.36,1446.71 1283.78,1446.71 1285.21,1446.71 1286.63,1446.71 1288.05,1446.71 1289.48,1446.71 1290.9,1446.71 1292.32,1446.71 1293.75,1446.71 \n",
       "  1295.17,1446.71 1296.59,1446.71 1298.01,1446.71 1299.44,1446.71 1300.86,1446.71 1302.28,1446.71 1303.71,1446.71 1305.13,1446.71 1306.55,1446.71 1307.98,1446.71 \n",
       "  1309.4,1446.71 1310.82,1446.71 1312.24,1446.71 1313.67,1446.71 1315.09,1446.71 1316.51,1446.71 1317.94,1446.71 1319.36,1446.71 1320.78,1446.71 1322.21,1446.71 \n",
       "  1323.63,1446.71 1325.05,1446.71 1326.47,1446.71 1327.9,1446.71 1329.32,1446.71 1330.74,1446.71 1332.17,1446.71 1333.59,1446.71 1335.01,1446.71 1336.44,1446.71 \n",
       "  1337.86,1446.71 1339.28,1446.71 1340.71,1446.71 1342.13,1446.71 1343.55,1446.71 1344.97,1446.71 1346.4,1446.71 1347.82,1446.71 1349.24,1446.71 1350.67,1446.71 \n",
       "  1352.09,1446.71 1353.51,1446.71 1354.94,1446.71 1356.36,1446.71 1357.78,1446.71 1359.2,1446.71 1360.63,1446.71 1362.05,1446.71 1363.47,1446.71 1364.9,1446.71 \n",
       "  1366.32,1446.71 1367.74,1446.71 1369.17,1446.71 1370.59,1446.71 1372.01,1446.71 1373.43,1446.71 1374.86,1446.71 1376.28,1446.71 1377.7,1446.71 1379.13,1446.71 \n",
       "  1380.55,1446.71 1381.97,1446.71 1383.4,1446.71 1384.82,1446.71 1386.24,1446.71 1387.66,1446.71 1389.09,1446.71 1390.51,1446.71 1391.93,1446.71 1393.36,1446.71 \n",
       "  1394.78,1446.71 1396.2,1446.71 1397.63,1446.71 1399.05,1446.71 1400.47,1446.71 1401.89,1446.71 1403.32,1446.71 1404.74,1446.71 1406.16,1446.71 1407.59,1446.71 \n",
       "  1409.01,1446.71 1410.43,1446.71 1411.86,1446.71 1413.28,1446.71 1414.7,1446.71 1416.13,1446.71 1417.55,1446.71 1418.97,1446.71 1420.39,1446.71 1421.82,1446.71 \n",
       "  1423.24,1446.71 1424.66,1446.71 1426.09,1446.71 1427.51,1446.71 1428.93,1446.71 1430.36,1446.71 1431.78,1446.71 1433.2,1446.71 1434.62,1446.71 1436.05,1446.71 \n",
       "  1437.47,1446.71 1438.89,1446.71 1440.32,1446.71 1441.74,1446.71 1443.16,1446.71 1444.59,1446.71 1446.01,1446.71 1447.43,1446.71 1448.85,1446.71 1450.28,1446.71 \n",
       "  1451.7,1446.71 1453.12,1446.71 1454.55,1446.71 1455.97,1446.71 1457.39,1446.71 1458.82,1446.71 1460.24,1446.71 1461.66,1446.71 1463.08,1446.71 1464.51,1446.71 \n",
       "  1465.93,1446.71 1467.35,1446.71 1468.78,1446.71 1470.2,1446.71 1471.62,1446.71 1473.05,1446.71 1474.47,1446.71 1475.89,1446.71 1477.31,1446.71 1478.74,1446.71 \n",
       "  1480.16,1446.71 1481.58,1446.71 1483.01,1446.71 1484.43,1446.71 1485.85,1446.71 1487.28,1446.71 1488.7,1446.71 1490.12,1446.71 1491.55,1446.71 1492.97,1446.71 \n",
       "  1494.39,1446.71 1495.81,1446.71 1497.24,1446.71 1498.66,1446.71 1500.08,1446.71 1501.51,1446.71 1502.93,1446.71 1504.35,1446.71 1505.78,1446.71 1507.2,1446.71 \n",
       "  1508.62,1446.71 1510.04,1446.71 1511.47,1446.71 1512.89,1446.71 1514.31,1446.71 1515.74,1446.71 1517.16,1446.71 1518.58,1446.71 1520.01,1446.71 1521.43,1446.71 \n",
       "  1522.85,1446.71 1524.27,1446.71 1525.7,1446.71 1527.12,1446.71 1528.54,1446.71 1529.97,1446.71 1531.39,1446.71 1532.81,1446.71 1534.24,1446.71 1535.66,1446.71 \n",
       "  1537.08,1446.71 1538.5,1446.71 1539.93,1446.71 1541.35,1446.71 1542.77,1446.71 1544.2,1446.71 1545.62,1446.71 1547.04,1446.71 1548.47,1446.71 1549.89,1446.71 \n",
       "  1551.31,1446.71 1552.73,1446.71 1554.16,1446.71 1555.58,1446.71 1557,1446.71 1558.43,1446.71 1559.85,1446.71 1561.27,1446.71 1562.7,1446.71 1564.12,1446.71 \n",
       "  1565.54,1446.71 1566.97,1446.71 1568.39,1446.71 1569.81,1446.71 1571.23,1446.71 1572.66,1446.71 1574.08,1446.71 1575.5,1446.71 1576.93,1446.71 1578.35,1446.71 \n",
       "  1579.77,1446.71 1581.2,1446.71 1582.62,1446.71 1584.04,1446.71 1585.46,1446.71 1586.89,1446.71 1588.31,1446.71 1589.73,1446.71 1591.16,1446.71 1592.58,1446.71 \n",
       "  1594,1446.71 1595.43,1446.71 1596.85,1446.71 1598.27,1446.71 1599.69,1446.71 1601.12,1446.71 1602.54,1446.71 1603.96,1446.71 1605.39,1446.71 1606.81,1446.71 \n",
       "  1608.23,1446.71 1609.66,1446.71 1611.08,1446.71 1612.5,1446.71 1613.92,1446.71 1615.35,1446.71 1616.77,1446.71 1618.19,1446.71 1619.62,1446.71 1621.04,1446.71 \n",
       "  1622.46,1446.71 1623.89,1446.71 1625.31,1446.71 1626.73,1446.71 1628.15,1446.71 1629.58,1446.71 1631,1446.71 1632.42,1446.71 1633.85,1446.71 1635.27,1446.71 \n",
       "  1636.69,1446.71 1638.12,1446.71 1639.54,1446.71 1640.96,1446.71 1642.39,1446.71 1643.81,1446.71 1645.23,1446.71 1646.65,1446.71 1648.08,1446.71 1649.5,1446.71 \n",
       "  1650.92,1446.71 1652.35,1446.71 1653.77,1446.71 1655.19,1446.71 1656.62,1446.71 1658.04,1446.71 1659.46,1446.71 1660.88,1446.71 1662.31,1446.71 1663.73,1446.71 \n",
       "  1665.15,1446.71 1666.58,1446.71 1668,1446.71 1669.42,1446.71 1670.85,1446.71 1672.27,1446.71 1673.69,1446.71 1675.11,1446.71 1676.54,1446.71 1677.96,1446.71 \n",
       "  1679.38,1446.71 1680.81,1446.71 1682.23,1446.71 1683.65,1446.71 1685.08,1446.71 1686.5,1446.71 1687.92,1446.71 1689.34,1446.71 1690.77,1446.71 1692.19,1446.71 \n",
       "  1693.61,1446.71 1695.04,1446.71 1696.46,1446.71 1697.88,1446.71 1699.31,1446.71 1700.73,1446.71 1702.15,1446.71 1703.57,1446.71 1705,1446.71 1706.42,1446.71 \n",
       "  1707.84,1446.71 1709.27,1446.71 1710.69,1446.71 1712.11,1446.71 1713.54,1446.71 1714.96,1446.71 1716.38,1446.71 1717.81,1446.71 1719.23,1446.71 1720.65,1446.71 \n",
       "  1722.07,1446.71 1723.5,1446.71 1724.92,1446.71 1726.34,1446.71 1727.77,1446.71 1729.19,1446.71 1730.61,1446.71 1732.04,1446.71 1733.46,1446.71 1734.88,1446.71 \n",
       "  1736.3,1446.71 1737.73,1446.71 1739.15,1446.71 1740.57,1446.71 1742,1446.71 1743.42,1446.71 1744.84,1446.71 1746.27,1446.71 1747.69,1446.71 1749.11,1446.71 \n",
       "  1750.53,1446.71 1751.96,1446.71 1753.38,1446.71 1754.8,1446.71 1756.23,1446.71 1757.65,1446.71 1759.07,1446.71 1760.5,1446.71 1761.92,1446.71 1763.34,1446.71 \n",
       "  1764.76,1446.71 1766.19,1446.71 1767.61,1446.71 1769.03,1446.71 1770.46,1446.71 1771.88,1446.71 1773.3,1446.71 1774.73,1446.71 1776.15,1446.71 1777.57,1446.71 \n",
       "  1778.99,1446.71 1780.42,1446.71 1781.84,1446.71 1783.26,1446.71 1784.69,1446.71 1786.11,1446.71 1787.53,1446.71 1788.96,1446.71 1790.38,1446.71 1791.8,1446.71 \n",
       "  1793.22,1446.71 1794.65,1446.71 1796.07,1446.71 1797.49,1446.71 1798.92,1446.71 1800.34,1446.71 1801.76,1446.71 1803.19,1446.71 1804.61,1446.71 1806.03,1446.71 \n",
       "  1807.46,1446.71 1808.88,1446.71 1810.3,1446.71 1811.72,1446.71 1813.15,1446.71 1814.57,1446.71 1815.99,1446.71 1817.42,1446.71 1818.84,1446.71 1820.26,1446.71 \n",
       "  1821.69,1446.71 1823.11,1446.71 1824.53,1446.71 1825.95,1446.71 1827.38,1446.71 1828.8,1446.71 1830.22,1446.71 1831.65,1446.71 1833.07,1446.71 1834.49,1446.71 \n",
       "  1835.92,1446.71 1837.34,1446.71 1838.76,1446.71 1840.18,1446.71 1841.61,1446.71 1843.03,1446.71 1844.45,1446.71 1845.88,1446.71 1847.3,1446.71 1848.72,1446.71 \n",
       "  1850.15,1446.71 1851.57,1446.71 1852.99,1446.71 1854.41,1446.71 1855.84,1446.71 1857.26,1446.71 1858.68,1446.71 1860.11,1446.71 1861.53,1446.71 1862.95,1446.71 \n",
       "  1864.38,1446.71 1865.8,1446.71 1867.22,1446.71 1868.64,1446.71 1870.07,1446.71 1871.49,1446.71 1872.91,1446.71 1874.34,1446.71 1875.76,1446.71 1877.18,1446.71 \n",
       "  1878.61,1446.71 1880.03,1446.71 1881.45,1446.71 1882.88,1446.71 1884.3,1446.71 1885.72,1446.71 1887.14,1446.71 1888.57,1446.71 1889.99,1446.71 1891.41,1446.71 \n",
       "  1892.84,1446.71 1894.26,1446.71 1895.68,1446.71 1897.11,1446.71 1898.53,1446.71 1899.95,1446.71 1901.37,1446.71 1902.8,1446.71 1904.22,1446.71 1905.64,1446.71 \n",
       "  1907.07,1446.71 1908.49,1446.71 1909.91,1446.71 1911.34,1446.71 1912.76,1446.71 1914.18,1446.71 1915.6,1446.71 1917.03,1446.71 1918.45,1446.71 1919.87,1446.71 \n",
       "  1921.3,1446.71 1922.72,1446.71 1924.14,1446.71 1925.57,1446.71 1926.99,1446.71 1928.41,1446.71 1929.83,1446.71 1931.26,1446.71 1932.68,1446.71 1934.1,1446.71 \n",
       "  1935.53,1446.71 1936.95,1446.71 1938.37,1446.71 1939.8,1446.71 1941.22,1446.71 1942.64,1446.71 1944.06,1446.71 1945.49,1446.71 1946.91,1446.71 1948.33,1446.71 \n",
       "  1949.76,1446.71 1951.18,1446.71 1952.6,1446.71 1954.03,1446.71 1955.45,1446.71 1956.87,1446.71 1958.3,1446.71 1959.72,1446.71 1961.14,1446.71 1962.56,1446.71 \n",
       "  1963.99,1446.71 1965.41,1446.71 1966.83,1446.71 1968.26,1446.71 1969.68,1446.71 1971.1,1446.71 1972.53,1446.71 1973.95,1446.71 1975.37,1446.71 1976.79,1446.71 \n",
       "  1978.22,1446.71 1979.64,1446.71 1981.06,1446.71 1982.49,1446.71 1983.91,1446.71 1985.33,1446.71 1986.76,1446.71 1988.18,1446.71 1989.6,1446.71 1991.02,1446.71 \n",
       "  1992.45,1446.71 1993.87,1446.71 1995.29,1446.71 1996.72,1446.71 1998.14,1446.71 1999.56,1446.71 2000.99,1446.71 2002.41,1446.71 2003.83,1446.71 2005.25,1446.71 \n",
       "  2006.68,1446.71 2008.1,1446.71 2009.52,1446.71 2010.95,1446.71 2012.37,1446.71 2013.79,1446.71 2015.22,1446.71 2016.64,1446.71 2018.06,1446.71 2019.48,1446.71 \n",
       "  2020.91,1446.71 2022.33,1446.71 2023.75,1446.71 2025.18,1446.71 2026.6,1446.71 2028.02,1446.71 2029.45,1446.71 2030.87,1446.71 2032.29,1446.71 2033.72,1446.71 \n",
       "  2035.14,1446.71 2036.56,1446.71 2037.98,1446.71 2039.41,1446.71 2040.83,1446.71 2042.25,1446.71 2043.68,1446.71 2045.1,1446.71 2046.52,1446.71 2047.95,1446.71 \n",
       "  2049.37,1446.71 2050.79,1446.71 2052.21,1446.71 2053.64,1446.71 2055.06,1446.71 2056.48,1446.71 2057.91,1446.71 2059.33,1446.71 2060.75,1446.71 2062.18,1446.71 \n",
       "  2063.6,1446.71 2065.02,1446.71 2066.44,1446.71 2067.87,1446.71 2069.29,1446.71 2070.71,1446.71 2072.14,1446.71 2073.56,1446.71 2074.98,1446.71 2076.41,1446.71 \n",
       "  2077.83,1446.71 2079.25,1446.71 2080.67,1446.71 2082.1,1446.71 2083.52,1446.71 2084.94,1446.71 2086.37,1446.71 2087.79,1446.71 2089.21,1446.71 2090.64,1446.71 \n",
       "  2092.06,1446.71 2093.48,1446.71 2094.9,1446.71 2096.33,1446.71 2097.75,1446.71 2099.17,1446.71 2100.6,1446.71 2102.02,1446.71 2103.44,1446.71 2104.87,1446.71 \n",
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       "  2177.44,1446.71 2178.86,1446.71 2180.29,1446.71 2181.71,1446.71 2183.13,1446.71 2184.56,1446.71 2185.98,1446.71 2187.4,1446.71 2188.82,1446.71 2190.25,1446.71 \n",
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      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(t/3600,Tair_t-273.15*ones(size(Tair_t)),label=\"Tair (C)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "psi_s      = -0.3e6 ; # soil water potential (Pa)\n",
    "U          =  1.0;\n",
    "RH         =  65/100;\n",
    "eps_air    =  0.75;\n",
    "tspan      =  (0.0,Deltat);\n",
    "N          =  length(Sdown_t);\n",
    "mutable struct parameters_ode\n",
    "    l::leaf_params;\n",
    "    met::meteo;\n",
    "    f::fluxes;\n",
    "    psi_s;\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# small time stepping\n",
    "dt     = 0.1*60; # in s\n",
    "T_t    = zeros(size(Sdown_t));\n",
    "psil_t = zeros(size(Sdown_t));\n",
    "Cc_t   = zeros(size(Sdown_t));\n",
    "Rn_t   = zeros(size(Sdown_t));\n",
    "GPP_t  = zeros(size(Sdown_t));\n",
    "GPP_diffusion_t  = zeros(size(Sdown_t));\n",
    "LUE_t  = zeros(size(Sdown_t));\n",
    "H_t    = zeros(size(Sdown_t));\n",
    "LE_t   = zeros(size(Sdown_t));\n",
    "rs_t   = zeros(size(Sdown_t));\n",
    "ra_t   = zeros(size(Sdown_t));\n",
    "\n",
    "function f_ode!(du,u,p,t) # p are parameters\n",
    "    du .= LeafEnergyWaterBalance(u[1], u[2], u[3], p.met, p.l, p.f, p.psi_s);\n",
    "    #println(\"du_inside = $(du), u_inside = $(u)\")\n",
    "end\n",
    "\n",
    "let\n",
    "    # initial conditions\n",
    "    met.T_air  = Tair_t[1];\n",
    "    l.T        = met.T_air;\n",
    "    l.psi_l    = psi_s;\n",
    "    l.Cc       = 0.6*met.Ca;\n",
    "    #println(\"Tair1=\",met.T_air,\" Tleaf1=\",l.T,\" psi_leaf1=\",l.psi_l)\n",
    "        \n",
    "    for i=1:N\n",
    "        met.S_down = Sdown_t[i];\n",
    "        met.L_down = eps_air*physcon.σ*(Tair_t[i])^4;\n",
    "        met.T_air  = Tair_t[i];\n",
    "        met.e_air  = RH*SatVap(Tair_t[i])[1];\n",
    "        met.PAR    = 45/100*physcon.Wtoμmole_s*Sdown_t[i];\n",
    "        f.APAR     = met.PAR;\n",
    "        met.U      = U;\n",
    "        met.Ca     = 400.0; #ppm\n",
    "        f.APAR     = met.PAR;\n",
    "        #println(\"Tair=\",met.T_air,\" Tleaf=\",l.T,\" psi_leaf=\",l.psi_l)\n",
    "        for j=1:trunc(Deltat/dt)\n",
    "            u    = [l.T;l.psi_l;l.Cc];\n",
    "            p    = parameters_ode(l,met,f,psi_s);\n",
    "            #(p.met, p.l,  p.psi_s, p.U)    = [l;met;psi_s;U];\n",
    "            #prob = ODEProblem(f_ode!,u0,tspan,p);\n",
    "            #du   = zeros(size(u));\n",
    "            #f_ode!(du,u,p,t,dummy);\n",
    "            #println(\"du_outside = $(du), u_outside = $(u)\")\n",
    "            # Rn_t[i] = dummy[3]; H_t[i] = dummy[4]; LE_t[i] = dummy[5];\n",
    "            \n",
    "            \n",
    "#             du   = zeros(size(u));\n",
    "#             f_ode!(du,u,p,t);\n",
    "#             (l.T,l.psi_l,l.Cc) = du*dt+u;\n",
    "            \n",
    "            u0   = [l.T;l.psi_l;l.Cc];\n",
    "            prob = ODEProblem(f_ode!,u0,tspan,p);\n",
    "            sol  = solve(prob);            \n",
    "            # save values\n",
    "            met = p.met;\n",
    "            f   = p.f;\n",
    "            l   = p.l;\n",
    "            (l.T,l.psi_l,l.Cc) = sol[1:3,end];\n",
    "            \n",
    "            #println(\"Cc_out=\",l.Cc)\n",
    "            Rn_t[i] = p.f.Rn; H_t[i] = p.f.H; LE_t[i] = p.f.LE; \n",
    "            rs_t[i] = 1.0/(p.l.gs/p.f.g_m_s_to_mol_m2_s); \n",
    "            ra_t[i] = p.f.ra; \n",
    "            GPP_t[i]= p.f.An_biochemistry; \n",
    "            GPP_diffusion_t[i]= p.f.An_diffusion; \n",
    "            LUE_t[i]= p.f.An_biochemistry/f.APAR; \n",
    "            \n",
    "            #T_old   = l.T;\n",
    "            #(l.T,l.psi_l) = du*dt+u;\n",
    "            T_t[i]    = l.T ; #  = T_old; \n",
    "            psil_t[i] = l.psi_l;\n",
    "            Cc_t[i]   = l.Cc;\n",
    "            \n",
    "            if(abs(H_t[i])>500)\n",
    "                println(\"index ($i) ($j)\")\n",
    "            end\n",
    "            \n",
    "            \n",
    "#             (dumb,l.psi_l) = du*dt+u;\n",
    "#             T_t[i]  = dumb ; #  = T_old; \n",
    "\n",
    "            \n",
    "        end\n",
    "    end\n",
    "\n",
    "#     l.T        = Tair_t[1]; # initialize temperature of the leaf\n",
    "#     l.psi_l    = psi_s;\n",
    "\n",
    "#     for i=1:N\n",
    "#         met.S_down = Sdown_t[i];\n",
    "#         met.L_down = eps_air*physcon.σ*(Tair_t[i])^4;\n",
    "#         met.T_air  = Tair_t[i];\n",
    "#         met.ea_air = RH*SatVap(Tair_t[i])[1];\n",
    "#         u0   = [l.T;l.psi_l];\n",
    "#         p    = parameters_ode(l,met,psi_s);\n",
    "#         #(p.met, p.l,  p.psi_s, p.U)    = [l;met;psi_s;U];\n",
    "#         prob = ODEProblem(f_ode!,u0,tspan,p);\n",
    "#         sol  = solve(prob);\n",
    "#         (l.T,l.psi_l) = sol[:,end];\n",
    "#         T_t[i] = l.T; psil_t[i]=l.psi_l;\n",
    "#         #print((l.T,l.psi_l) )\n",
    "#         #dT_dt,dH2Ol_dt = LeafEnergyWaterBalance(met, l, psi_s);\n",
    "#         #l.T        = l.T + Deltat*dT_dt;\n",
    "#     end\n",
    "\n",
    "   \n",
    "end\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
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       "  537.264,1386.61 538.647,1386.61 540.029,1386.61 541.412,1386.61 542.794,1386.61 544.177,1386.61 545.559,1386.61 546.942,1386.61 548.324,1386.61 549.707,1386.61 \n",
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       "  578.739,86.2547 580.122,86.2547 581.504,86.2547 582.887,86.2547 584.269,86.2547 585.652,86.2547 587.034,86.2547 588.417,86.2547 589.799,86.2547 591.182,86.2547 \n",
       "  592.564,86.2547 593.947,86.2547 595.329,86.2547 596.711,86.2547 598.094,86.2547 599.476,86.2547 600.859,86.2547 602.241,86.2547 603.624,86.2547 605.006,86.2547 \n",
       "  606.389,86.2547 607.771,86.2547 609.154,86.2547 610.536,86.2547 611.919,86.2547 613.301,86.2547 614.684,86.2547 616.066,86.2547 617.449,86.2547 618.831,86.2547 \n",
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       "  703.164,86.2547 704.546,86.2547 705.929,86.2547 707.311,86.2547 708.694,86.2547 710.076,86.2547 711.459,86.2547 712.841,86.2547 714.224,86.2547 715.606,86.2547 \n",
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       "  758.463,86.2547 759.846,86.2547 761.228,86.2547 762.611,86.2547 763.993,86.2547 765.376,86.2547 766.758,86.2547 768.141,86.2547 769.523,86.2547 770.906,86.2547 \n",
       "  772.288,86.2547 773.671,86.2547 775.053,86.2547 776.436,86.2547 777.818,86.2547 779.201,86.2547 780.583,86.2547 781.966,86.2547 783.348,86.2547 784.731,86.2547 \n",
       "  786.113,86.2547 787.496,86.2547 788.878,86.2547 790.261,86.2547 791.643,86.2547 793.026,86.2547 794.408,86.2547 795.791,86.2547 797.173,86.2547 798.556,86.2547 \n",
       "  799.938,86.2547 801.321,86.2547 802.703,86.2547 804.086,86.2547 805.468,86.2547 806.851,86.2547 808.233,86.2547 809.616,86.2547 810.998,86.2547 812.381,86.2547 \n",
       "  813.763,86.2547 815.146,86.2547 816.528,86.2547 817.911,86.2547 819.293,86.2547 820.676,86.2547 822.058,86.2547 823.441,86.2547 824.823,86.2547 826.206,86.2547 \n",
       "  827.588,86.2547 828.971,86.2547 830.353,86.2547 831.736,86.2547 833.118,86.2547 834.501,86.2547 835.883,86.2547 837.266,86.2547 838.648,86.2547 840.031,86.2547 \n",
       "  841.413,86.2547 842.796,86.2547 844.178,86.2547 845.56,86.2547 846.943,86.2547 848.325,86.2547 849.708,86.2547 851.09,86.2547 852.473,86.2547 853.855,86.2547 \n",
       "  855.238,86.2547 856.62,86.2547 858.003,86.2547 859.385,86.2547 860.768,86.2547 862.15,86.2547 863.533,86.2547 864.915,86.2547 866.298,86.2547 867.68,86.2547 \n",
       "  869.063,86.2547 870.445,86.2547 871.828,86.2547 873.21,86.2547 874.593,86.2547 875.975,86.2547 877.358,86.2547 878.74,86.2547 880.123,86.2547 881.505,86.2547 \n",
       "  882.888,86.2547 884.27,86.2547 885.653,86.2547 887.035,86.2547 888.418,86.2547 889.8,86.2547 891.183,86.2547 892.565,86.2547 893.948,86.2547 895.33,86.2547 \n",
       "  896.713,86.2547 898.095,86.2547 899.478,86.2547 900.86,86.2547 902.243,86.2547 903.625,86.2547 905.008,86.2547 906.39,86.2547 907.773,86.2547 909.155,86.2547 \n",
       "  910.538,86.2547 911.92,86.2547 913.303,86.2547 914.685,86.2547 916.068,86.2547 917.45,86.2547 918.833,86.2547 920.215,86.2547 921.598,86.2547 922.98,86.2547 \n",
       "  924.363,86.2547 925.745,86.2547 927.128,86.2547 928.51,86.2547 929.893,86.2547 931.275,86.2547 932.658,86.2547 934.04,86.2547 935.423,86.2547 936.805,86.2547 \n",
       "  938.188,86.2547 939.57,86.2547 940.953,86.2547 942.335,86.2547 943.718,86.2547 945.1,86.2547 946.483,86.2547 947.865,86.2547 949.248,86.2547 950.63,86.2547 \n",
       "  952.013,86.2547 953.395,86.2547 954.778,86.2547 956.16,86.2547 957.543,86.2547 958.925,86.2547 960.308,86.2547 961.69,86.2547 963.073,86.2547 964.455,86.2547 \n",
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       "  993.487,86.2547 994.87,86.2547 996.252,86.2547 997.635,86.2547 999.017,86.2547 1000.4,86.2547 1001.78,86.2547 1003.16,86.2547 1004.55,86.2547 1005.93,86.2547 \n",
       "  1007.31,86.2547 1008.69,86.2547 1010.08,86.2547 1011.46,86.2547 1012.84,86.2547 1014.22,86.2547 1015.61,86.2547 1016.99,86.2547 1018.37,86.2547 1019.75,86.2547 \n",
       "  1021.14,86.2547 1022.52,86.2547 1023.9,86.2547 1025.28,86.2547 1026.67,86.2547 1028.05,86.2547 1029.43,86.2547 1030.81,86.2547 1032.2,86.2547 1033.58,86.2547 \n",
       "  1034.96,86.2547 1036.34,86.2547 1037.73,86.2547 1039.11,86.2547 1040.49,86.2547 1041.87,86.2547 1043.26,86.2547 1044.64,86.2547 1046.02,86.2547 1047.4,86.2547 \n",
       "  1048.79,86.2547 1050.17,86.2547 1051.55,86.2547 1052.93,86.2547 1054.32,86.2547 1055.7,86.2547 1057.08,86.2547 1058.46,86.2547 1059.85,86.2547 1061.23,86.2547 \n",
       "  1062.61,86.2547 1063.99,86.2547 1065.38,86.2547 1066.76,86.2547 1068.14,86.2547 1069.52,86.2547 1070.91,86.2547 1072.29,86.2547 1073.67,86.2547 1075.05,86.2547 \n",
       "  1076.44,86.2547 1077.82,86.2547 1079.2,86.2547 1080.58,86.2547 1081.97,86.2547 1083.35,86.2547 1084.73,86.2547 1086.11,86.2547 1087.5,86.2547 1088.88,86.2547 \n",
       "  1090.26,86.2547 1091.64,86.2547 1093.03,86.2547 1094.41,86.2547 1095.79,86.2547 1097.17,86.2547 1098.56,86.2547 1099.94,86.2547 1101.32,86.2547 1102.7,86.2547 \n",
       "  1104.09,86.2547 1105.47,86.2547 1106.85,86.2547 1108.23,86.2547 1109.62,86.2547 1111,86.2547 1112.38,86.2547 1113.76,86.2547 1115.15,86.2547 1116.53,86.2547 \n",
       "  1117.91,86.2547 1119.29,86.2547 1120.68,86.2547 1122.06,86.2547 1123.44,86.2547 1124.82,86.2547 1126.21,86.2547 1127.59,86.2547 1128.97,86.2547 1130.35,86.2547 \n",
       "  1131.74,86.2547 1133.12,86.2547 1134.5,86.2547 1135.88,86.2547 1137.27,86.2547 1138.65,86.2547 1140.03,86.2547 1141.41,86.2547 1142.8,86.2547 1144.18,86.2547 \n",
       "  1145.56,86.2547 1146.94,86.2547 1148.33,86.2547 1149.71,86.2547 1151.09,86.2547 1152.47,86.2547 1153.86,86.2547 1155.24,86.2547 1156.62,86.2547 1158,86.2547 \n",
       "  1159.39,86.2547 1160.77,86.2547 1162.15,86.2547 1163.53,86.2547 1164.92,86.2547 1166.3,86.2547 1167.68,86.2547 1169.06,86.2547 1170.45,86.2547 1171.83,86.2547 \n",
       "  1173.21,86.2547 1174.59,86.2547 1175.98,86.2547 1177.36,86.2547 1178.74,86.2547 1180.12,86.2547 1181.51,86.2547 1182.89,86.2547 1184.27,86.2547 1185.65,86.2547 \n",
       "  1187.04,86.2547 1188.42,86.2547 1189.8,86.2547 1191.18,86.2547 1192.57,86.2547 1193.95,86.2547 1195.33,86.2547 1196.71,86.2547 1198.1,86.2547 1199.48,86.2547 \n",
       "  1200.86,86.2547 1202.24,86.2547 1203.63,86.2547 1205.01,86.2547 1206.39,86.2547 1207.77,86.2547 1209.16,86.2547 1210.54,86.2547 1211.92,86.2547 1213.3,86.2547 \n",
       "  1214.69,86.2547 1216.07,86.2547 1217.45,86.2547 1218.83,86.2547 1220.22,86.2547 1221.6,86.2547 1222.98,86.2547 1224.36,86.2547 1225.75,86.2547 1227.13,86.2547 \n",
       "  1228.51,86.2547 1229.89,86.2547 1231.28,86.2547 1232.66,86.2547 1234.04,86.2547 1235.42,86.2547 1236.81,86.2547 1238.19,86.2547 1239.57,86.2547 1240.95,86.2547 \n",
       "  1242.34,86.2547 1243.72,86.2547 1245.1,86.2547 1246.48,86.2547 1247.87,86.2547 1249.25,86.2547 1250.63,86.2547 1252.01,86.2547 1253.4,86.2547 1254.78,86.2547 \n",
       "  1256.16,86.2547 1257.54,86.2547 1258.93,86.2547 1260.31,86.2547 1261.69,86.2547 1263.07,86.2547 1264.46,86.2547 1265.84,86.2547 1267.22,86.2547 1268.6,86.2547 \n",
       "  1269.99,86.2547 1271.37,86.2547 1272.75,86.2547 1274.13,86.2547 1275.52,86.2547 1276.9,86.2547 1278.28,86.2547 1279.66,86.2547 1281.05,86.2547 1282.43,86.2547 \n",
       "  1283.81,86.2547 1285.19,86.2547 1286.58,86.2547 1287.96,86.2547 1289.34,86.2547 1290.72,86.2547 1292.11,86.2547 1293.49,86.2547 1294.87,86.2547 1296.25,86.2547 \n",
       "  1297.64,86.2547 1299.02,86.2547 1300.4,86.2547 1301.78,86.2547 1303.17,86.2547 1304.55,86.2547 1305.93,86.2547 1307.31,86.2547 1308.7,86.2547 1310.08,86.2547 \n",
       "  1311.46,86.2547 1312.84,86.2547 1314.23,86.2547 1315.61,86.2547 1316.99,86.2547 1318.37,86.2547 1319.76,86.2547 1321.14,86.2547 1322.52,86.2547 1323.9,86.2547 \n",
       "  1325.29,86.2547 1326.67,86.2547 1328.05,86.2547 1329.43,86.2547 1330.82,86.2547 1332.2,86.2547 1333.58,86.2547 1334.96,86.2547 1336.35,86.2547 1337.73,86.2547 \n",
       "  1339.11,86.2547 1340.49,86.2547 1341.88,86.2547 1343.26,86.2547 1344.64,86.2547 1346.02,86.2547 1347.41,86.2547 1348.79,86.2547 1350.17,86.2547 1351.55,86.2547 \n",
       "  1352.94,86.2547 1354.32,86.2547 1355.7,86.2547 1357.08,86.2547 1358.47,86.2547 1359.85,86.2547 1361.23,86.2547 1362.61,86.2547 1364,86.2547 1365.38,86.2547 \n",
       "  1366.76,86.2547 1368.14,86.2547 1369.53,86.2547 1370.91,86.2547 1372.29,86.2547 1373.67,86.2547 1375.06,86.2547 1376.44,86.2547 1377.82,86.2547 1379.2,86.2547 \n",
       "  1380.59,86.2547 1381.97,86.2547 1383.35,86.2547 1384.73,86.2547 1386.12,86.2547 1387.5,86.2547 1388.88,86.2547 1390.26,86.2547 1391.65,86.2547 1393.03,86.2547 \n",
       "  1394.41,86.2547 1395.79,86.2547 1397.18,86.2547 1398.56,86.2547 1399.94,86.2547 1401.32,86.2547 1402.71,86.2547 1404.09,86.2547 1405.47,86.2547 1406.85,86.2547 \n",
       "  1408.24,86.2547 1409.62,86.2547 1411,86.2547 1412.38,86.2547 1413.77,86.2547 1415.15,86.2547 1416.53,86.2547 1417.91,86.2547 1419.3,86.2547 1420.68,86.2547 \n",
       "  1422.06,86.2547 1423.44,86.2547 1424.83,86.2547 1426.21,86.2547 1427.59,86.2547 1428.97,86.2547 1430.36,86.2547 1431.74,86.2547 1433.12,86.2547 1434.5,86.2547 \n",
       "  1435.89,86.2547 1437.27,86.2547 1438.65,86.2547 1440.03,86.2547 1441.42,86.2547 1442.8,86.2547 1444.18,86.2547 1445.56,86.2547 1446.95,86.2547 1448.33,86.2547 \n",
       "  1449.71,86.2547 1451.09,86.2547 1452.48,86.2547 1453.86,86.2547 1455.24,86.2547 1456.62,86.2547 1458.01,86.2547 1459.39,86.2547 1460.77,86.2547 1462.15,86.2547 \n",
       "  1463.54,86.2547 1464.92,86.2547 1466.3,86.2547 1467.68,86.2547 1469.07,86.2547 1470.45,86.2547 1471.83,86.2547 1473.21,86.2547 1474.6,86.2547 1475.98,86.2547 \n",
       "  1477.36,86.2547 1478.74,86.2547 1480.13,86.2547 1481.51,86.2547 1482.89,86.2547 1484.27,86.2547 1485.66,86.2547 1487.04,86.2547 1488.42,86.2547 1489.8,86.2547 \n",
       "  1491.19,86.2547 1492.57,86.2547 1493.95,86.2547 1495.33,86.2547 1496.72,86.2547 1498.1,86.2547 1499.48,86.2547 1500.86,86.2547 1502.25,86.2547 1503.63,86.2547 \n",
       "  1505.01,86.2547 1506.39,86.2547 1507.78,86.2547 1509.16,86.2547 1510.54,86.2547 1511.92,86.2547 1513.31,86.2547 1514.69,86.2547 1516.07,86.2547 1517.45,86.2547 \n",
       "  1518.84,86.2547 1520.22,86.2547 1521.6,86.2547 1522.98,86.2547 1524.37,86.2547 1525.75,86.2547 1527.13,86.2547 1528.51,86.2547 1529.9,86.2547 1531.28,86.2547 \n",
       "  1532.66,86.2547 1534.04,86.2547 1535.43,86.2547 1536.81,86.2547 1538.19,86.2547 1539.57,86.2547 1540.96,86.2547 1542.34,86.2547 1543.72,86.2547 1545.1,86.2547 \n",
       "  1546.49,86.2547 1547.87,86.2547 1549.25,86.2547 1550.63,86.2547 1552.02,86.2547 1553.4,86.2547 1554.78,86.2547 1556.16,86.2547 1557.55,86.2547 1558.93,86.2547 \n",
       "  1560.31,86.2547 1561.69,86.2547 1563.08,86.2547 1564.46,86.2547 1565.84,86.2547 1567.22,86.2547 1568.61,86.2547 1569.99,86.2547 1571.37,86.2547 1572.75,86.2547 \n",
       "  1574.14,86.2547 1575.52,86.2547 1576.9,86.2547 1578.28,86.2547 1579.67,86.2547 1581.05,86.2547 1582.43,86.2547 1583.81,86.2547 1585.2,86.2547 1586.58,86.2547 \n",
       "  1587.96,86.2547 1589.34,86.2547 1590.72,86.2547 1592.11,86.2547 1593.49,86.2547 1594.87,86.2547 1596.25,86.2547 1597.64,86.2547 1599.02,86.2547 1600.4,86.2547 \n",
       "  1601.78,86.2547 1603.17,86.2547 1604.55,86.2547 1605.93,86.2547 1607.31,86.2547 1608.7,86.2547 1610.08,86.2547 1611.46,86.2547 1612.84,86.2547 1614.23,86.2547 \n",
       "  1615.61,86.2547 1616.99,86.2547 1618.37,86.2547 1619.76,86.2547 1621.14,86.2547 1622.52,86.2547 1623.9,86.2547 1625.29,86.2547 1626.67,86.2547 1628.05,86.2547 \n",
       "  1629.43,86.2547 1630.82,86.2547 1632.2,86.2547 1633.58,86.2547 1634.96,86.2547 1636.35,86.2547 1637.73,86.2547 1639.11,86.2547 1640.49,86.2547 1641.88,86.2547 \n",
       "  1643.26,86.2547 1644.64,86.2547 1646.02,86.2547 1647.41,86.2547 1648.79,86.2547 1650.17,86.2547 1651.55,86.2547 1652.94,86.2547 1654.32,86.2547 1655.7,86.2547 \n",
       "  1657.08,86.2547 1658.47,86.2547 1659.85,86.2547 1661.23,86.2547 1662.61,86.2547 1664,86.2547 1665.38,86.2547 1666.76,86.2547 1668.14,86.2547 1669.53,86.2547 \n",
       "  1670.91,86.2547 1672.29,86.2547 1673.67,86.2547 1675.06,86.2547 1676.44,86.2547 1677.82,86.2547 1679.2,86.2547 1680.59,86.2547 1681.97,86.2547 1683.35,86.2547 \n",
       "  1684.73,86.2547 1686.12,86.2547 1687.5,86.2547 1688.88,86.2547 1690.26,86.2547 1691.65,86.2547 1693.03,86.2547 1694.41,86.2547 1695.79,86.2547 1697.18,86.2547 \n",
       "  1698.56,86.2547 1699.94,86.2547 1701.32,86.2547 1702.71,86.2547 1704.09,86.2547 1705.47,86.2547 1706.85,86.2547 1708.24,86.2547 1709.62,86.2547 1711,86.2547 \n",
       "  1712.38,86.2547 1713.77,86.2547 1715.15,86.2547 1716.53,86.2547 1717.91,86.2547 1719.3,86.2547 1720.68,86.2547 1722.06,86.2547 1723.44,86.2547 1724.83,86.2547 \n",
       "  1726.21,86.2547 1727.59,86.2547 1728.97,86.2547 1730.36,86.2547 1731.74,86.2547 1733.12,86.2547 1734.5,86.2547 1735.89,86.2547 1737.27,86.2547 1738.65,86.2547 \n",
       "  1740.03,86.2547 1741.42,86.2547 1742.8,86.2547 1744.18,86.2547 1745.56,86.2547 1746.95,86.2547 1748.33,86.2547 1749.71,86.2547 1751.09,86.2547 1752.48,86.2547 \n",
       "  1753.86,86.2547 1755.24,86.2547 1756.62,86.2547 1758.01,86.2547 1759.39,86.2547 1760.77,86.2547 1762.15,86.2547 1763.54,86.2547 1764.92,86.2547 1766.3,86.2547 \n",
       "  1767.68,86.2547 1769.07,86.2547 1770.45,86.2547 1771.83,86.2547 1773.21,86.2547 1774.6,86.2547 1775.98,86.2547 1777.36,86.2547 1778.74,86.2547 1780.13,86.2547 \n",
       "  1781.51,86.2547 1782.89,86.2547 1784.27,86.2547 1785.66,86.2547 1787.04,86.2547 1788.42,86.2547 1789.8,86.2547 1791.19,86.2547 1792.57,86.2547 1793.95,86.2547 \n",
       "  1795.33,86.2547 1796.72,86.2547 1798.1,86.2547 1799.48,86.2547 1800.86,86.2547 1802.25,86.2547 1803.63,86.2547 1805.01,86.2547 1806.39,86.2547 1807.78,86.2547 \n",
       "  1809.16,86.2547 1810.54,86.2547 1811.92,86.2547 1813.31,86.2547 1814.69,86.2547 1816.07,86.2547 1817.45,86.2547 1818.84,86.2547 1820.22,86.2547 1821.6,86.2547 \n",
       "  1822.98,86.2547 1824.37,86.2547 1825.75,86.2547 1827.13,86.2547 1828.51,86.2547 1829.9,86.2547 1831.28,86.2547 1832.66,86.2547 1834.04,86.2547 1835.43,86.2547 \n",
       "  1836.81,86.2547 1838.19,86.2547 1839.57,86.2547 1840.96,86.2547 1842.34,86.2547 1843.72,86.2547 1845.1,86.2547 1846.49,86.2547 1847.87,86.2547 1849.25,86.2547 \n",
       "  1850.63,86.2547 1852.02,86.2547 1853.4,86.2547 1854.78,86.2547 1856.16,86.2547 1857.55,86.2547 1858.93,86.2547 1860.31,86.2547 1861.69,86.2547 1863.08,86.2547 \n",
       "  1864.46,86.2547 1865.84,86.2547 1867.22,86.2547 1868.61,86.2547 1869.99,86.2547 1871.37,86.2547 1872.75,86.2547 1874.14,86.2547 1875.52,86.2547 1876.9,86.2547 \n",
       "  1878.28,86.2547 1879.67,86.2547 1881.05,86.2547 1882.43,86.2547 1883.81,86.2547 1885.2,86.2547 1886.58,86.2547 1887.96,86.2547 1889.34,86.2547 1890.73,86.2547 \n",
       "  1892.11,86.2547 1893.49,86.2547 1894.87,86.2547 1896.26,86.2547 1897.64,86.2547 1899.02,86.2547 1900.4,86.2547 1901.79,86.2547 1903.17,86.2547 1904.55,86.2547 \n",
       "  1905.93,86.2547 1907.32,86.2547 1908.7,86.2547 1910.08,86.2547 1911.46,86.2547 1912.85,86.2547 1914.23,86.2547 1915.61,86.2547 1916.99,86.2547 1918.38,86.2547 \n",
       "  1919.76,86.2547 1921.14,86.2547 1922.52,86.2547 1923.91,86.2547 1925.29,86.2547 1926.67,86.2547 1928.05,86.2547 1929.44,86.2547 1930.82,86.2547 1932.2,86.2547 \n",
       "  1933.58,86.2547 1934.97,86.2547 1936.35,86.2547 1937.73,86.2547 1939.11,86.2547 1940.5,86.2547 1941.88,86.2547 1943.26,86.2547 1944.64,86.2547 1946.03,86.2547 \n",
       "  1947.41,86.2547 1948.79,86.2547 1950.17,86.2547 1951.56,86.2547 1952.94,86.2547 1954.32,86.2547 1955.7,86.2547 1957.09,86.2547 1958.47,86.2547 1959.85,86.2547 \n",
       "  1961.23,86.2547 1962.62,86.2547 1964,86.2547 1965.38,86.2547 1966.76,86.2547 1968.15,86.2547 1969.53,86.2547 1970.91,86.2547 1972.29,86.2547 1973.68,86.2547 \n",
       "  1975.06,86.2547 1976.44,86.2547 1977.82,86.2547 1979.21,86.2547 1980.59,86.2547 1981.97,86.2547 1983.35,86.2547 1984.74,86.2547 1986.12,86.2547 1987.5,86.2547 \n",
       "  1988.88,86.2547 1990.27,86.2547 1991.65,86.2547 1993.03,86.2547 1994.41,86.2547 1995.8,86.2547 1997.18,86.2547 1998.56,86.2547 1999.94,86.2547 2001.33,86.2547 \n",
       "  2002.71,86.2547 2004.09,86.2547 2005.47,86.2547 2006.86,86.2547 2008.24,86.2547 2009.62,86.2547 2011,86.2547 2012.39,86.2547 2013.77,86.2547 2015.15,86.2547 \n",
       "  2016.53,86.2547 2017.92,86.2547 2019.3,86.2547 2020.68,86.2547 2022.06,86.2547 2023.45,86.2547 2024.83,86.2547 2026.21,86.2547 2027.59,86.2547 2028.98,86.2547 \n",
       "  2030.36,86.2547 2031.74,86.2547 2033.12,86.2547 2034.51,86.2547 2035.89,86.2547 2037.27,86.2547 2038.65,86.2547 2040.04,86.2547 2041.42,86.2547 2042.8,86.2547 \n",
       "  2044.18,86.2547 2045.57,86.2547 2046.95,86.2547 2048.33,86.2547 2049.71,86.2547 2051.1,86.2547 2052.48,86.2547 2053.86,86.2547 2055.24,86.2547 2056.63,86.2547 \n",
       "  2058.01,86.2547 2059.39,86.2547 2060.77,86.2547 2062.16,86.2547 2063.54,86.2547 2064.92,86.2547 2066.3,86.2547 2067.69,86.2547 2069.07,86.2547 2070.45,86.2547 \n",
       "  2071.83,86.2547 2073.22,86.2547 2074.6,86.2547 2075.98,86.2547 2077.36,86.2547 2078.75,86.2547 2080.13,86.2547 2081.51,86.2547 2082.89,86.2547 2084.28,86.2547 \n",
       "  2085.66,86.2547 2087.04,86.2547 2088.42,86.2547 2089.81,86.2547 2091.19,86.2547 2092.57,86.2547 2093.95,86.2547 2095.34,86.2547 2096.72,86.2547 2098.1,86.2547 \n",
       "  2099.48,86.2547 2100.87,86.2547 2102.25,86.2547 2103.63,86.2547 2105.01,86.2547 2106.4,86.2547 2107.78,86.2547 2109.16,86.2547 2110.54,86.2547 2111.93,86.2547 \n",
       "  2113.31,86.2547 2114.69,86.2547 2116.07,86.2547 2117.46,86.2547 2118.84,86.2547 2120.22,86.2547 2121.6,86.2547 2122.99,86.2547 2124.37,86.2547 2125.75,86.2547 \n",
       "  2127.13,86.2547 2128.52,86.2547 2129.9,86.2547 2131.28,86.2547 2132.66,86.2547 2134.05,86.2547 2135.43,86.2547 2136.81,86.2547 2138.19,86.2547 2139.58,86.2547 \n",
       "  2140.96,86.2547 2142.34,86.2547 2143.72,86.2547 2145.11,86.2547 2146.49,86.2547 2147.87,86.2547 2149.25,86.2547 2150.64,86.2547 2152.02,86.2547 2153.4,86.2547 \n",
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     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "plot(t/3600, T_t-273.15*ones(size(T_t)),xlabel = \"t (hours)\",ylabel = \"T (C)\",label=\"T (C)\",ylim=0:100)\n",
    "#plot!(t/3600,-psil_t/100000,xlabel = \"t (s)\",ylabel = \"|psi_l (1000 hPa)|\",label=\"psi_l\",ylim=0:100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
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   "source": [
    "plot(t-3*3600*ones(size(t)), Cc_t,xlabel = \"t (s)\",ylabel = \"Cc (ppm)\",label=\"Cc\",xlims=(0*3600,0.1*3600))"
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   "source": [
    "plot(t-3*3600*ones(size(t)),  Rn_t,xlabel = \"t (s)\",ylabel = \"Rn (W/m2)\",label=\"Rn\",xlims=(0*3600,0.1*3600))\n",
    "plot!(t-3*3600*ones(size(t)), H_t,xlabel  = \"t (s)\",ylabel = \"H (W/m2)\" ,label=\"H\",xlims=(0*3600,0.1*3600))\n",
    "plot!(t-3*3600*ones(size(t)), LE_t,xlabel = \"t (s)\",ylabel = \"LE (W/m2)\",label=\"LE\",xlims=(0*3600,0.1*3600))"
   ]
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  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "savefig(joinpath(output_dir, \"Fluxes_step_t.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
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   "source": [
    "plot(t-3*3600*ones(size(t)),  rs_t,xlabel = \"t (s)\",ylabel = \"rs (s/m)\",label=\"rs\",xlims=(0*3600,0.1*3600))\n",
    "plot!(t-3*3600*ones(size(t)), ra_t,xlabel  = \"t (s)\",ylabel = \"ra (s/m)\" ,label=\"ra\",xlims=(0*3600,0.1*3600))"
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  {
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   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "savefig(joinpath(output_dir, \"resistances_step_t.png\"))"
   ]
  },
  {
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       "  601.237,170.278 602.602,170.56 603.967,187.108 605.332,169.648 606.697,169.671 608.062,145.794 609.427,169.749 610.792,181.434 612.157,169.749 613.522,164.83 \n",
       "  614.887,169.704 616.252,169.704 617.617,169.671 618.982,169.648 620.347,168.421 621.712,173.205 623.077,168.376 624.442,169.648 625.807,169.749 627.172,169.581 \n",
       "  628.537,169.682 629.902,168.444 631.267,169.648 632.631,169.817 633.996,169.434 635.361,169.704 636.726,173.16 638.091,169.648 639.456,163.119 640.821,171.945 \n",
       "  642.186,169.704 643.551,162.41 644.916,169.704 646.281,169.704 647.646,169.029 649.011,169.986 650.376,169.029 651.741,181.401 653.106,169.502 654.471,169.637 \n",
       "  655.836,169.828 657.201,169.761 658.566,169.04 659.931,170.132 661.296,179.059 662.661,169.761 664.026,173.239 665.391,169.659 666.756,169.704 668.12,169.704 \n",
       "  669.485,169.704 670.85,184.091 672.215,168.567 673.58,187.187 674.945,169.851 676.31,169.704 677.675,169.761 679.04,169.727 680.405,169.659 681.77,176.909 \n",
       "  683.135,169.659 684.5,169.761 685.865,168.511 687.23,173.172 688.595,169.851 689.96,169.434 691.325,169.704 692.69,168.353 694.055,170.132 695.42,170.481 \n",
       "  696.785,170.357 698.15,173.025 699.515,169.187 700.88,168.376 702.245,173.025 703.609,173.025 704.974,169.761 706.339,173.025 707.704,170.616 709.069,169.794 \n",
       "  710.434,174.714 711.799,173.07 713.164,173.16 714.529,169.727 715.894,169.727 717.259,170.481 718.624,169.997 719.989,166.699 721.354,190.17 722.719,169.727 \n",
       "  724.084,170.278 725.449,173.07 726.814,173.025 728.179,173.07 729.544,173.025 730.909,173.025 732.274,173.025 733.639,173.025 735.004,173.025 736.369,173.07 \n",
       "  737.734,173.07 739.098,173.07 740.463,173.07 741.828,173.07 743.193,173.07 744.558,173.07 745.923,173.07 747.288,173.07 748.653,173.07 750.018,173.07 \n",
       "  751.383,173.07 752.748,173.07 754.113,173.07 755.478,173.07 756.843,173.07 758.208,173.07 759.573,173.07 760.938,173.07 762.303,173.059 763.668,173.059 \n",
       "  765.033,173.059 766.398,173.059 767.763,173.059 769.128,173.059 770.493,173.059 771.858,173.059 773.223,173.059 774.587,173.059 775.952,173.059 777.317,173.059 \n",
       "  778.682,173.059 780.047,173.059 781.412,173.059 782.777,173.059 784.142,173.059 785.507,173.059 786.872,173.059 788.237,173.059 789.602,173.059 790.967,173.059 \n",
       "  792.332,173.059 793.697,173.059 795.062,173.059 796.427,173.059 797.792,173.059 799.157,173.059 800.522,173.059 801.887,173.059 803.252,173.059 804.617,173.059 \n",
       "  805.982,173.059 807.347,173.059 808.712,173.059 810.076,173.059 811.441,173.059 812.806,169.975 814.171,169.997 815.536,169.648 816.901,173.059 818.266,173.059 \n",
       "  819.631,173.059 820.996,173.059 822.361,173.059 823.726,173.059 825.091,173.059 826.456,173.059 827.821,173.059 829.186,173.059 830.551,173.059 831.916,173.059 \n",
       "  833.281,173.059 834.646,173.059 836.011,173.059 837.376,173.059 838.741,173.059 840.106,173.059 841.471,173.059 842.836,173.059 844.201,173.003 845.565,173.003 \n",
       "  846.93,173.003 848.295,173.003 849.66,173.003 851.025,173.003 852.39,173.003 853.755,173.003 855.12,173.003 856.485,173.003 857.85,173.003 859.215,169.952 \n",
       "  860.58,169.761 861.945,169.648 863.31,168.522 864.675,169.569 866.04,172.541 867.405,169.761 868.77,169.806 870.135,173.003 871.5,173.003 872.865,173.003 \n",
       "  874.23,173.003 875.595,173.003 876.96,173.003 878.325,173.003 879.69,169.761 881.054,178.935 882.419,179.903 883.784,169.648 885.149,168.793 886.514,169.659 \n",
       "  887.879,169.693 889.244,171.505 890.609,169.502 891.974,169.648 893.339,161.7 894.704,168.342 896.069,161.757 897.434,169.018 898.799,168.793 900.164,169.659 \n",
       "  901.529,169.828 902.894,173.262 904.259,170.143 905.624,169.918 906.989,173.262 908.354,168.793 909.719,169.659 911.084,173.318 912.449,169.839 913.814,168.793 \n",
       "  915.179,175.209 916.543,169.648 917.908,170.29 919.273,186.838 920.638,169.704 922.003,168.793 923.368,169.727 924.733,168.793 926.098,169.761 927.463,169.727 \n",
       "  928.828,168.421 930.193,169.761 931.558,169.727 932.923,169.817 934.288,169.761 935.653,168.793 937.018,173.318 938.383,173.262 939.748,169.355 941.113,168.793 \n",
       "  942.478,169.761 943.843,168.793 945.208,171.641 946.573,169.355 947.938,169.761 949.303,169.648 950.668,173.262 952.032,169.344 953.397,174.658 954.762,173.262 \n",
       "  956.127,169.761 957.492,169.761 958.857,169.761 960.222,169.761 961.587,169.581 962.952,169.648 964.317,173.262 965.682,169.693 967.047,173.262 968.412,169.761 \n",
       "  969.777,169.761 971.142,169.659 972.507,169.626 973.872,187.063 975.237,169.761 976.602,170.537 977.967,171.46 979.332,169.761 980.697,169.704 982.062,182.279 \n",
       "  983.427,169.761 984.792,173.262 986.157,169.761 987.521,169.727 988.886,169.975 990.251,173.228 991.616,169.648 992.981,169.761 994.346,169.761 995.711,169.761 \n",
       "  997.076,169.761 998.441,169.761 999.806,169.761 1001.17,169.761 1002.54,171.596 1003.9,173.273 1005.27,169.648 1006.63,173.273 1008,173.273 1009.36,170.143 \n",
       "  1010.73,169.434 1012.09,169.659 1013.46,173.25 1014.82,173.205 1016.19,169.659 1017.55,169.693 1018.92,173.194 1020.28,171.641 1021.65,169.581 1023.01,169.693 \n",
       "  1024.38,180.399 1025.74,169.727 1027.11,169.648 1028.47,166.834 1029.84,169.761 1031.2,169.761 1032.57,169.648 1033.93,169.648 1035.3,168.387 1036.66,168.432 \n",
       "  1038.03,169.637 1039.39,168.511 1040.75,168.421 1042.12,169.761 1043.48,173.172 1044.85,168.534 1046.21,169.761 1047.58,169.479 1048.94,169.04 1050.31,169.761 \n",
       "  1051.67,169.479 1053.04,170.56 1054.4,168.376 1055.77,174.669 1057.13,173.172 1058.5,169.659 1059.86,174.23 1061.23,169.761 1062.59,169.648 1063.96,168.489 \n",
       "  1065.32,167.397 1066.69,169.727 1068.05,173.172 1069.42,169.727 1070.78,170.29 1072.15,169.761 1073.51,169.727 1074.88,168.522 1076.24,169.727 1077.61,169.761 \n",
       "  1078.97,171.551 1080.34,169.727 1081.7,169.918 1083.07,169.738 1084.43,169.671 1085.8,168.455 1087.16,169.806 1088.53,174.173 1089.89,169.018 1091.26,169.727 \n",
       "  1092.62,168.365 1093.99,168.353 1095.35,169.738 1096.72,168.342 1098.08,169.963 1099.45,169.738 1100.81,169.761 1102.18,169.738 1103.54,169.839 1104.91,169.817 \n",
       "  1106.27,173.262 1107.64,174.173 1109,169.817 1110.37,168.387 1111.73,169.648 1113.1,171.505 1114.46,167.34 1115.83,173.115 1117.19,169.581 1118.56,168.522 \n",
       "  1119.92,169.704 1121.29,173.194 1122.65,167.34 1124.02,173.228 1125.38,169.648 1126.75,168.522 1128.11,168.421 1129.48,171.46 1130.84,155.374 1132.21,169.727 \n",
       "  1133.57,190.204 1134.94,168.376 1136.3,169.355 1137.67,169.907 1139.03,169.682 1140.4,167.329 1141.76,167.329 1143.13,167.329 1144.49,167.329 1145.86,167.329 \n",
       "  1147.22,167.329 1148.59,167.329 1149.95,167.329 1151.32,167.329 1152.68,167.329 1154.05,167.374 1155.41,167.374 1156.78,167.374 1158.14,167.374 1159.51,167.374 \n",
       "  1160.87,167.374 1162.24,167.374 1163.6,167.374 1164.97,167.374 1166.33,167.374 1167.7,167.374 1169.06,167.374 1170.43,167.374 1171.79,167.374 1173.16,167.374 \n",
       "  1174.52,167.34 1175.89,167.34 1177.25,167.34 1178.62,167.34 1179.98,167.34 1181.35,167.34 1182.71,167.34 1184.08,167.34 1185.44,167.34 1186.81,167.34 \n",
       "  1188.17,167.34 1189.54,167.34 1190.9,167.34 1192.27,167.34 1193.63,167.374 1195,167.374 1196.36,167.374 1197.73,167.374 1199.09,167.374 1200.46,167.374 \n",
       "  1201.82,167.374 1203.19,167.374 1204.55,167.374 1205.92,167.374 1207.28,167.374 1208.65,167.374 1210.01,167.374 1211.38,167.374 1212.74,167.385 1214.11,167.385 \n",
       "  1215.47,167.385 1216.83,167.385 1218.2,167.385 1219.56,167.385 1220.93,167.385 1222.29,167.385 1223.66,167.385 1225.02,167.385 1226.39,167.385 1227.75,167.385 \n",
       "  1229.12,167.385 1230.48,167.385 1231.85,168.353 1233.21,169.704 1234.58,168.522 1235.94,169.727 1237.31,169.614 1238.67,169.659 1240.04,168.365 1241.4,169.704 \n",
       "  1242.77,169.535 1244.13,168.579 1245.5,169.727 1246.86,168.376 1248.23,169.558 1249.59,173.104 1250.96,168.365 1252.32,167.34 1253.69,169.558 1255.05,161.712 \n",
       "  1256.42,167.295 1257.78,169.727 1259.15,169.502 1260.51,169.817 1261.88,169.749 1263.24,161.723 1264.61,168.657 1265.97,169.727 1267.34,170.065 1268.7,173.228 \n",
       "  1270.07,167.599 1271.43,170.278 1272.8,173.588 1274.16,169.637 1275.53,169.637 1276.89,161.7 1278.26,170.616 1279.62,169.029 1280.99,170.076 1282.35,174.173 \n",
       "  1283.72,173.194 1285.08,169.018 1286.45,169.761 1287.81,169.04 1289.18,169.896 1290.54,169.558 1291.91,169.603 1293.27,169.952 1294.64,169.761 1296,173.273 \n",
       "  1297.37,169.592 1298.73,173.115 1300.1,168.444 1301.46,169.704 1302.83,169.806 1304.19,169.682 1305.56,169.671 1306.92,122.773 1308.29,169.693 1309.65,169.806 \n",
       "  1311.02,167.374 1312.38,167.374 1313.75,168.353 1315.11,169.704 1316.48,170.233 1317.84,169.761 1319.21,169.794 1320.57,169.693 1321.94,169.693 1323.3,169.614 \n",
       "  1324.67,167.217 1326.03,167.295 1327.4,170.481 1328.76,171.641 1330.13,161.43 1331.49,169.704 1332.86,169.806 1334.22,168.511 1335.59,170.481 1336.95,167.644 \n",
       "  1338.32,169.513 1339.68,173.149 1341.05,169.648 1342.41,173.07 1343.78,173.16 1345.14,169.873 1346.51,169.727 1347.87,173.228 1349.24,160.676 1350.6,168.793 \n",
       "  1351.97,181.142 1353.33,169.502 1354.7,122.796 1356.06,173.183 1357.43,173.003 1358.79,169.761 1360.16,169.029 1361.52,169.592 1362.89,169.761 1364.25,174.894 \n",
       "  1365.62,173.07 1366.98,166.868 1368.35,169.659 1369.71,169.806 1371.08,168.838 1372.44,169.704 1373.81,173.07 1375.17,168.387 1376.54,169.749 1377.9,170.042 \n",
       "  1379.27,173.093 1380.63,169.648 1382,165.021 1383.36,169.671 1384.73,169.704 1386.09,169.716 1387.46,178.98 1388.82,169.716 1390.19,169.806 1391.55,162.128 \n",
       "  1392.92,168.365 1394.28,173.093 1395.64,169.659 1397.01,169.761 1398.37,173.048 1399.74,173.048 1401.1,173.014 1402.47,173.014 1403.83,173.093 1405.2,169.569 \n",
       "  1406.56,173.014 1407.93,173.014 1409.29,168.579 1410.66,168.916 1412.02,167.34 1413.39,162.094 1414.75,169.761 1416.12,169.761 1417.48,172.462 1418.85,172.969 \n",
       "  1420.21,173.093 1421.58,168.793 1422.94,169.997 1424.31,170.312 1425.67,171.505 1427.04,169.761 1428.4,169.761 1429.77,169.761 1431.13,169.761 1432.5,169.648 \n",
       "  1433.86,169.772 1435.23,171.629 1436.59,171.629 1437.96,171.629 1439.32,171.629 1440.69,169.727 1442.05,171.686 1443.42,171.686 1444.78,171.686 1446.15,171.629 \n",
       "  1447.51,171.686 1448.88,171.686 1450.24,171.686 1451.61,171.686 1452.97,171.686 1454.34,171.686 1455.7,171.686 1457.07,171.686 1458.43,171.686 1459.8,171.686 \n",
       "  1461.16,171.686 1462.53,169.355 1463.89,169.704 1465.26,169.704 1466.62,169.704 1467.99,169.704 1469.35,169.704 1470.72,169.704 1472.08,168.838 1473.45,169.727 \n",
       "  1474.81,171.686 1476.18,171.494 1477.54,169.761 1478.91,169.839 1480.27,173.07 1481.64,169.727 1483,173.07 1484.37,169.659 1485.73,173.07 1487.1,169.704 \n",
       "  1488.46,169.659 1489.83,169.761 1491.19,154.012 1492.56,173.059 1493.92,169.659 1495.29,174.658 1496.65,169.704 1498.02,171.686 1499.38,169.659 1500.75,169.761 \n",
       "  1502.11,169.704 1503.48,173.059 1504.84,169.659 1506.21,169.704 1507.57,169.738 1508.94,169.434 1510.3,163.412 1511.67,170.132 1513.03,163.412 1514.4,169.704 \n",
       "  1515.76,172.823 1517.13,169.727 1518.49,169.918 1519.86,173.003 1521.22,169.806 1522.59,173.003 1523.95,169.659 1525.32,169.704 1526.68,169.704 1528.05,169.704 \n",
       "  1529.41,169.704 1530.78,169.704 1532.14,163.412 1533.51,163.412 1534.87,163.412 1536.24,169.502 1537.6,169.704 1538.97,169.704 1540.33,169.704 1541.7,169.761 \n",
       "  1543.06,169.761 1544.43,169.806 1545.79,169.806 1547.16,169.502 1548.52,169.502 1549.89,169.727 1551.25,170.031 1552.62,169.513 1553.98,169.806 1555.35,169.806 \n",
       "  1556.71,169.648 1558.08,169.806 1559.44,169.952 1560.81,178.868 1562.17,169.884 1563.54,169.783 1564.9,170.988 1566.27,169.648 1567.63,169.761 1569,169.682 \n",
       "  1570.36,173.059 1571.72,169.558 1573.09,169.626 1574.45,169.828 1575.82,163.884 1577.18,169.626 1578.55,174.736 1579.91,169.626 1581.28,169.502 1582.64,169.412 \n",
       "  1584.01,170.537 1585.37,169.727 1586.74,169.626 1588.1,170.132 1589.47,170.132 1590.83,169.727 1592.2,169.727 1593.56,169.727 1594.93,169.727 1596.29,169.626 \n",
       "  1597.66,169.592 1599.02,168.826 1600.39,171.46 1601.75,169.806 1603.12,163.333 1604.48,169.704 1605.85,174.342 1607.21,148.62 1608.58,169.029 1609.94,169.727 \n",
       "  1611.31,163.333 1612.67,169.682 1614.04,168.793 1615.4,169.761 1616.77,169.839 1618.13,169.806 1619.5,169.828 1620.86,169.806 1622.23,169.806 1623.59,169.806 \n",
       "  1624.96,169.806 1626.32,170.222 1627.69,169.727 1629.05,169.806 1630.42,169.806 1631.78,169.04 1633.15,163.434 1634.51,168.77 1635.88,163.434 1637.24,163.4 \n",
       "  1638.61,163.434 1639.97,163.4 1641.34,163.434 1642.7,163.974 1644.07,164.008 1645.43,163.412 1646.8,164.008 1648.16,164.008 1649.53,163.974 1650.89,164.008 \n",
       "  1652.26,169.806 1653.62,169.749 1654.99,169.749 1656.35,164.008 1657.72,163.997 1659.08,169.806 1660.45,169.704 1661.81,169.704 1663.18,169.704 1664.54,169.704 \n",
       "  1665.91,169.704 1667.27,169.704 1668.64,169.704 1670,169.704 1671.37,169.704 1672.73,169.704 1674.1,169.704 1675.46,169.704 1676.83,169.727 1678.19,170.312 \n",
       "  1679.56,169.704 1680.92,169.704 1682.29,169.704 1683.65,169.704 1685.02,164.064 1686.38,164.031 1687.75,164.042 1689.11,163.412 1690.48,168.804 1691.84,168.477 \n",
       "  1693.21,169.761 1694.57,169.761 1695.94,169.727 1697.3,169.761 1698.67,169.761 1700.03,169.761 1701.4,169.761 1702.76,169.761 1704.13,169.761 1705.49,167.487 \n",
       "  1706.86,169.761 1708.22,169.749 1709.59,164.425 1710.95,164.425 1712.32,168.826 1713.68,164.425 1715.05,164.425 1716.41,163.997 1717.78,169.626 1719.14,169.626 \n",
       "  1720.51,164.458 1721.87,166.868 1723.24,166.868 1724.6,166.924 1725.97,166.924 1727.33,166.924 1728.7,166.924 1730.06,166.924 1731.43,163.412 1732.79,169.479 \n",
       "  1734.16,167.34 1735.52,166.924 1736.89,166.924 1738.25,166.924 1739.62,166.924 1740.98,164.008 1742.35,166.924 1743.71,166.924 1745.08,164.458 1746.44,169.839 \n",
       "  1747.8,169.704 1749.17,168.826 1750.53,168.387 1751.9,168.342 1753.26,168.387 1754.63,168.387 1755.99,168.387 1757.36,168.387 1758.72,168.387 1760.09,168.387 \n",
       "  1761.45,168.387 1762.82,168.387 1764.18,168.387 1765.55,168.387 1766.91,168.387 1768.28,168.387 1769.64,168.387 1771.01,168.387 1772.37,168.387 1773.74,168.387 \n",
       "  1775.1,168.387 1776.47,168.331 1777.83,168.331 1779.2,168.331 1780.56,168.331 1781.93,168.331 1783.29,168.331 1784.66,168.331 1786.02,168.331 1787.39,168.331 \n",
       "  1788.75,168.331 1790.12,168.331 1791.48,168.331 1792.85,168.331 1794.21,168.331 1795.58,169.051 1796.94,169.704 1798.31,169.659 1799.67,179.903 1801.04,173.228 \n",
       "  1802.4,173.07 1803.77,169.727 1805.13,169.659 1806.5,169.434 1807.86,169.434 1809.23,169.434 1810.59,169.659 1811.96,169.727 1813.32,166.676 1814.69,173.228 \n",
       "  1816.05,169.029 1817.42,164.098 1818.78,169.581 1820.15,168.477 1821.51,164.076 1822.88,169.659 1824.24,169.434 1825.61,169.761 1826.97,170.042 1828.34,169.648 \n",
       "  1829.7,167.25 1831.07,169.434 1832.43,169.355 1833.8,169.727 1835.16,169.806 1836.53,169.018 1837.89,168.916 1839.26,169.749 1840.62,169.659 1841.99,170.042 \n",
       "  1843.35,169.355 1844.72,168.916 1846.08,169.108 1847.45,171.551 1848.81,169.513 1850.18,174.522 1851.54,168.939 1852.91,168.511 1854.27,170.357 1855.64,169.029 \n",
       "  1857,173.172 1858.37,169.648 1859.73,169.513 1861.1,171.641 1862.46,169.659 1863.83,168.635 1865.19,169.659 1866.56,170.616 1867.92,169.727 1869.29,169.502 \n",
       "  1870.65,169.423 1872.02,169.704 1873.38,171.46 1874.75,169.727 1876.11,169.434 1877.48,169.794 1878.84,182.177 1880.21,173.093 1881.57,169.761 1882.94,174.218 \n",
       "  1884.3,170.504 1885.67,171.596 1887.03,169.727 1888.4,169.558 1889.76,169.051 1891.13,168.331 1892.49,169.592 1893.86,169.761 1895.22,168.365 1896.59,168.838 \n",
       "  1897.95,173.149 1899.32,171.528 1900.68,169.581 1902.05,169.761 1903.41,173.149 1904.78,169.851 1906.14,170.02 1907.51,169.794 1908.87,169.761 1910.24,169.761 \n",
       "  1911.6,174.218 1912.97,168.511 1914.33,170.481 1915.7,169.761 1917.06,169.727 1918.43,171.551 1919.79,168.916 1921.16,171.596 1922.52,169.648 1923.89,169.648 \n",
       "  1925.25,168.826 1926.61,169.817 1927.98,169.727 1929.34,171.911 1930.71,168.916 1932.07,167.532 1933.44,169.727 1934.8,169.513 1936.17,169.839 1937.53,172.856 \n",
       "  1938.9,171.551 1940.26,171.539 1941.63,169.761 1942.99,162.702 1944.36,171.945 1945.72,169.761 1947.09,169.727 1948.45,169.535 1949.82,179.847 1951.18,173.07 \n",
       "  1952.55,170.042 1953.91,168.826 1955.28,170.166 1956.64,173.149 1958.01,170.042 1959.37,169.513 1960.74,173.07 1962.1,169.029 1963.47,170.222 1964.83,173.093 \n",
       "  1966.2,168.365 1967.56,169.704 1968.93,173.093 1970.29,169.727 1971.66,168.444 1973.02,169.727 1974.39,173.172 1975.75,173.172 1977.12,168.342 1978.48,169.761 \n",
       "  1979.85,173.172 1981.21,169.502 1982.58,169.547 1983.94,169.029 1985.31,168.353 1986.67,169.963 1988.04,169.727 1989.4,173.059 1990.77,169.839 1992.13,169.727 \n",
       "  1993.5,173.025 1994.86,168.421 1996.23,169.806 1997.59,169.355 1998.96,169.918 2000.32,173.003 2001.69,171.945 2003.05,171.945 2004.42,169.682 2005.78,169.794 \n",
       "  2007.15,169.806 2008.51,169.761 2009.88,169.693 2011.24,169.716 2012.61,168.353 2013.97,165.573 2015.34,169.761 2016.7,169.884 2018.07,171.562 2019.43,168.444 \n",
       "  2020.8,168.77 2022.16,170.549 2023.53,166.766 2024.89,169.502 2026.26,169.04 2027.62,169.929 2028.99,169.761 2030.35,169.502 2031.72,169.918 2033.08,169.727 \n",
       "  2034.45,173.003 2035.81,171.505 2037.18,169.479 2038.54,171.945 2039.91,171.686 2041.27,169.828 2042.64,168.534 2044,173.048 2045.37,169.434 2046.73,169.648 \n",
       "  2048.1,174.32 2049.46,169.918 2050.83,171.505 2052.19,168.669 2053.56,166.811 2054.92,169.704 2056.29,169.884 2057.65,171.505 2059.02,169.997 2060.38,169.479 \n",
       "  2061.75,174.522 2063.11,169.704 2064.48,169.727 2065.84,169.761 2067.21,169.502 2068.57,169.704 2069.94,166.181 2071.3,169.648 2072.67,170.312 2074.03,163.468 \n",
       "  2075.4,173.284 2076.76,169.479 2078.13,171.911 2079.49,169.659 2080.86,173.284 2082.22,169.592 2083.59,169.817 2084.95,169.659 2086.32,169.884 2087.68,169.727 \n",
       "  2089.05,170.132 2090.41,169.502 2091.78,169.884 2093.14,171.562 2094.51,169.783 2095.87,174.23 2097.24,169.648 2098.6,168.826 2099.97,169.738 2101.33,169.963 \n",
       "  2102.69,169.671 2104.06,169.479 2105.42,169.794 2106.79,169.738 2108.15,169.806 2109.52,174.23 2110.88,169.682 2112.25,169.761 2113.61,169.839 2114.98,169.727 \n",
       "  2116.34,169.738 2117.71,169.783 2119.07,174.241 2120.44,169.558 2121.8,169.682 2123.17,174.185 2124.53,169.783 2125.9,169.659 2127.26,169.839 2128.63,169.839 \n",
       "  2129.99,170.481 2131.36,174.23 2132.72,174.072 2134.09,169.783 2135.45,171.945 2136.82,169.558 2138.18,174.23 2139.55,169.783 2140.91,168.522 2142.28,170.369 \n",
       "  2143.64,169.558 2145.01,169.457 2146.37,169.659 2147.74,170.537 2149.1,159.37 2150.47,173.172 2151.83,174.218 2153.2,169.592 2154.56,173.115 2155.93,168.916 \n",
       "  2157.29,169.727 2158.66,168.376 2160.02,148.811 2161.39,169.513 2162.75,169.468 2164.12,174.241 2165.48,169.355 2166.85,169.603 2168.21,169.434 2169.58,168.95 \n",
       "  2170.94,169.648 2172.31,169.749 2173.67,169.659 2175.04,170.988 2176.4,169.502 2177.77,169.783 2179.13,169.502 2180.5,169.738 2181.86,169.806 2183.23,169.839 \n",
       "  2184.59,169.918 2185.96,169.727 2187.32,176.481 2188.69,169.671 2190.05,169.806 2191.42,174.173 2192.78,169.648 2194.15,170.425 2195.51,169.727 2196.88,170.2 \n",
       "  2198.24,170.391 2199.61,169.794 2200.97,169.592 2202.34,168.432 2203.7,169.682 2205.07,169.727 2206.43,169.637 2207.8,174.173 2209.16,171.866 2210.53,169.535 \n",
       "  2211.89,169.682 2213.26,174.196 2214.62,169.704 2215.99,169.761 2217.35,170.042 2218.72,169.783 2220.08,169.761 2221.45,173.262 2222.81,173.104 2224.18,169.659 \n",
       "  2225.54,174.072 2226.91,169.502 2228.27,169.975 2229.64,171.866 2231,169.783 2232.37,173.149 2233.73,168.579 2235.1,169.502 2236.46,169.198 2237.83,174.106 \n",
       "  2239.19,169.704 2240.56,173.07 2241.92,168.646 2243.29,169.761 2244.65,169.648 2246.02,170.278 2247.38,167.881 2248.75,169.659 2250.11,169.434 2251.48,168.579 \n",
       "  2252.84,173.115 2254.21,159.336 2255.57,169.738 2256.94,169.783 2258.3,169.704 2259.67,169.704 2261.03,168.534 2262.4,169.783 2263.76,169.704 2265.13,169.704 \n",
       "  2266.49,169.344 2267.86,169.704 2269.22,170.053 2270.59,169.783 2271.95,169.626 2273.32,169.704 2274.68,169.704 2276.05,168.286 2277.41,169.626 2278.77,169.839 \n",
       "  2280.14,169.581 2281.5,169.648 2282.87,167.385 2284.23,169.659 2285.6,169.648 2286.96,169.671 2288.33,167.374 2289.69,169.648 2291.06,170.166 2292.42,170.301 \n",
       "  2293.79,169.648 \n",
       "  \"/>\n",
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       "  573.938,1386.61 575.303,168.151 576.668,170.988 578.033,169.727 579.398,175.277 580.763,169.603 582.128,174.703 583.493,166.575 584.858,170.684 586.223,175.006 \n",
       "  587.588,174.714 588.953,170.222 590.318,118.011 591.683,169.986 593.048,175.31 594.413,169.434 595.778,168.838 597.143,122.593 598.507,237.81 599.872,169.929 \n",
       "  601.237,167.52 602.602,166.383 603.967,98.829 605.332,170.042 606.697,170.008 608.062,267.383 609.427,169.648 610.792,122.064 612.157,169.648 613.522,189.889 \n",
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       "  628.537,169.963 629.902,175.006 631.267,170.042 632.631,169.513 633.996,170.954 635.361,169.727 636.726,155.824 638.091,170.11 639.456,196.89 640.821,160.563 \n",
       "  642.186,169.761 643.551,201.179 644.916,169.761 646.281,169.761 647.646,172.721 649.011,168.759 650.376,172.721 651.741,122.109 653.106,170.616 654.471,170.515 \n",
       "  655.836,169.423 657.201,169.839 658.566,172.665 659.931,168.185 661.296,131.813 662.661,169.839 664.026,155.599 665.391,170.211 666.756,169.761 668.12,169.761 \n",
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       "  997.076,169.839 998.441,169.839 999.806,169.839 1001.17,169.839 1002.54,162.049 1003.9,155.543 1005.27,170.177 1006.63,155.543 1008,155.543 1009.36,168.117 \n",
       "  1010.73,170.954 1012.09,170.076 1013.46,155.239 1014.82,155.813 1016.19,170.267 1017.55,169.929 1018.92,155.532 1020.28,162.117 1021.65,170.335 1023.01,170.166 \n",
       "  1024.38,126.263 1025.74,169.716 1027.11,170.042 1028.47,181.761 1029.84,169.839 1031.2,169.839 1032.57,170.11 1033.93,170.177 1035.3,175.153 1036.66,174.804 \n",
       "  1038.03,170.312 1039.39,174.635 1040.75,175.108 1042.12,169.839 1043.48,155.858 1044.85,174.725 1046.21,169.839 1047.58,170.695 1048.94,172.699 1050.31,169.839 \n",
       "  1051.67,170.672 1053.04,166.428 1054.4,175.108 1055.77,149.655 1057.13,155.757 1058.5,170.211 1059.86,151.074 1061.23,169.839 1062.59,170.11 1063.96,174.793 \n",
       "  1065.32,178.958 1066.69,169.716 1068.05,155.892 1069.42,169.716 1070.78,167.048 1072.15,169.839 1073.51,169.716 1074.88,174.612 1076.24,169.716 1077.61,169.839 \n",
       "  1078.97,162.297 1080.34,169.716 1081.7,169.119 1083.07,169.851 1084.43,170.008 1085.8,174.658 1087.16,169.4 1088.53,151.378 1089.89,172.834 1091.26,169.716 \n",
       "  1092.62,175.243 1093.99,174.883 1095.35,169.851 1096.72,175.344 1098.08,168.793 1099.45,169.851 1100.81,169.839 1102.18,169.851 1103.54,169.288 1104.91,169.513 \n",
       "  1106.27,155.464 1107.64,151.276 1109,169.513 1110.37,175.153 1111.73,170.222 1113.1,162.41 1114.46,179.509 1115.83,155.937 1117.19,170.627 1118.56,174.894 \n",
       "  1119.92,169.761 1121.29,155.532 1122.65,179.509 1124.02,155.486 1125.38,170.042 1126.75,174.612 1128.11,175.108 1129.48,163.502 1130.84,228.343 1132.21,169.716 \n",
       "  1133.57,86.2547 1134.94,175.175 1136.3,171.19 1137.67,169.896 1139.03,169.952 1140.4,179.577 1141.76,179.577 1143.13,179.577 1144.49,179.577 1145.86,179.577 \n",
       "  1147.22,179.577 1148.59,179.577 1149.95,179.577 1151.32,179.577 1152.68,179.577 1154.05,179.566 1155.41,179.566 1156.78,179.566 1158.14,179.566 1159.51,179.566 \n",
       "  1160.87,179.566 1162.24,179.566 1163.6,179.566 1164.97,179.566 1166.33,179.566 1167.7,179.566 1169.06,179.566 1170.43,179.566 1171.79,179.566 1173.16,179.566 \n",
       "  1174.52,179.509 1175.89,179.509 1177.25,179.509 1178.62,179.509 1179.98,179.509 1181.35,179.509 1182.71,179.509 1184.08,179.509 1185.44,179.509 1186.81,179.509 \n",
       "  1188.17,179.509 1189.54,179.509 1190.9,179.509 1192.27,179.509 1193.63,179.498 1195,179.498 1196.36,179.498 1197.73,179.498 1199.09,179.498 1200.46,179.498 \n",
       "  1201.82,179.498 1203.19,179.498 1204.55,179.498 1205.92,179.498 1207.28,179.498 1208.65,179.498 1210.01,179.498 1211.38,179.498 1212.74,179.464 1214.11,179.464 \n",
       "  1215.47,179.464 1216.83,179.464 1218.2,179.464 1219.56,179.464 1220.93,179.464 1222.29,179.464 1223.66,179.464 1225.02,179.464 1226.39,179.464 1227.75,179.464 \n",
       "  1229.12,179.464 1230.48,179.464 1231.85,175.31 1233.21,169.761 1234.58,174.612 1235.94,169.716 1237.31,170.256 1238.67,170.076 1240.04,175.243 1241.4,169.761 \n",
       "  1242.77,170.774 1244.13,174.612 1245.5,169.716 1246.86,175.175 1248.23,170.402 1249.59,156.207 1250.96,175.243 1252.32,179.656 1253.69,170.414 1255.05,202.654 \n",
       "  1256.42,179.971 1257.78,169.716 1259.15,170.616 1260.51,169.513 1261.88,169.648 1263.24,202.598 1264.61,174.376 1265.97,169.716 1267.34,168.669 1268.7,155.486 \n",
       "  1270.07,178.665 1271.43,167.746 1272.8,155.239 1274.16,170.267 1275.53,170.065 1276.89,202.542 1278.26,166.395 1279.62,172.8 1280.99,168.32 1282.35,151.276 \n",
       "  1283.72,155.532 1285.08,172.834 1286.45,169.839 1287.81,172.665 1289.18,169.187 1290.54,170.369 1291.91,170.402 1293.27,168.939 1294.64,169.839 1296,155.543 \n",
       "  1297.37,170.571 1298.73,156.004 1300.1,175.006 1301.46,169.761 1302.83,169.367 1304.19,169.986 1305.56,170.312 1306.92,361.944 1308.29,169.929 1309.65,169.367 \n",
       "  1311.02,179.566 1312.38,179.566 1313.75,175.198 1315.11,169.761 1316.48,167.824 1317.84,169.839 1319.21,169.581 1320.57,170.132 1321.94,169.873 1323.3,170.256 \n",
       "  1324.67,179.667 1326.03,179.577 1327.4,166.519 1328.76,162.049 1330.13,203.589 1331.49,169.761 1332.86,169.648 1334.22,174.635 1335.59,166.519 1336.95,178.485 \n",
       "  1338.32,170.976 1339.68,156.094 1341.05,170.222 1342.41,156.252 1343.78,155.926 1345.14,169.063 1346.51,169.716 1347.87,155.723 1349.24,206.808 1350.6,173.442 \n",
       "  1351.97,123.212 1353.33,170.616 1354.7,361.921 1356.06,155.734 1357.43,156.421 1358.79,169.839 1360.16,172.8 1361.52,170.492 1362.89,169.445 1364.25,148.665 \n",
       "  1365.62,156.106 1366.98,181.705 1368.35,170.177 1369.71,169.648 1371.08,173.262 1372.44,169.727 1373.81,156.106 1375.17,175.006 1376.54,169.648 1377.9,168.579 \n",
       "  1379.27,156.162 1380.63,170.042 1382,188.639 1383.36,170.008 1384.73,169.727 1386.09,169.738 1387.46,131.835 1388.82,169.738 1390.19,169.367 1391.55,201.157 \n",
       "  1392.92,175.243 1394.28,156.162 1395.64,170.076 1397.01,169.839 1398.37,156.477 1399.74,156.477 1401.1,156.5 1402.47,156.5 1403.83,156.016 1405.2,170.515 \n",
       "  1406.56,156.5 1407.93,156.5 1409.29,174.612 1410.66,173.34 1412.02,179.509 1413.39,201.033 1414.75,169.839 1416.12,169.839 1417.48,159.449 1418.85,156.511 \n",
       "  1420.21,156.162 1421.58,173.442 1422.94,169.569 1424.31,167.025 1425.67,162.477 1427.04,169.839 1428.4,169.839 1429.77,169.839 1431.13,169.839 1432.5,170.11 \n",
       "  1433.86,169.603 1435.23,161.937 1436.59,161.937 1437.96,161.937 1439.32,161.937 1440.69,169.716 1442.05,162.004 1443.42,162.004 1444.78,162.004 1446.15,161.937 \n",
       "  1447.51,162.004 1448.88,162.004 1450.24,162.004 1451.61,162.004 1452.97,162.004 1454.34,162.004 1455.7,162.004 1457.07,162.004 1458.43,162.004 1459.8,162.004 \n",
       "  1461.16,162.004 1462.53,171.19 1463.89,169.761 1465.26,169.761 1466.62,169.761 1467.99,169.761 1469.35,169.761 1470.72,169.761 1472.08,173.363 1473.45,169.716 \n",
       "  1474.81,162.038 1476.18,162.545 1477.54,169.839 1478.91,169.288 1480.27,156.252 1481.64,169.716 1483,156.252 1484.37,170.267 1485.73,156.252 1487.1,169.727 \n",
       "  1488.46,170.076 1489.83,169.839 1491.19,233.78 1492.56,156.274 1493.92,170.267 1495.29,149.678 1496.65,169.727 1498.02,162.004 1499.38,170.076 1500.75,169.839 \n",
       "  1502.11,169.727 1503.48,156.308 1504.84,170.076 1506.21,169.727 1507.57,169.682 1508.94,170.988 1510.3,195.596 1511.67,168.038 1513.03,195.596 1514.4,169.761 \n",
       "  1515.76,156.905 1517.13,169.716 1518.49,169.119 1519.86,156.308 1521.22,169.367 1522.59,156.308 1523.95,170.076 1525.32,169.727 1526.68,169.727 1528.05,169.761 \n",
       "  1529.41,169.761 1530.78,169.761 1532.14,195.495 1533.51,195.495 1534.87,195.495 1536.24,170.616 1537.6,169.761 1538.97,169.761 1540.33,169.761 1541.7,169.839 \n",
       "  1543.06,169.839 1544.43,169.648 1545.79,169.648 1547.16,170.571 1548.52,170.571 1549.89,169.716 1551.25,168.477 1552.62,170.74 1553.98,169.648 1555.35,169.648 \n",
       "  1556.71,170.11 1558.08,169.648 1559.44,168.939 1560.81,132.42 1562.17,169.254 1563.54,169.603 1564.9,165.742 1566.27,170.11 1567.63,169.839 1569,169.952 \n",
       "  1570.36,156.308 1571.72,170.402 1573.09,170.132 1574.45,170.684 1575.82,193.795 1577.18,170.132 1578.55,149.52 1579.91,170.132 1581.28,170.853 1582.64,171.247 \n",
       "  1584.01,166.519 1585.37,169.716 1586.74,170.132 1588.1,168.038 1589.47,168.072 1590.83,169.716 1592.2,169.716 1593.56,169.716 1594.93,169.716 1596.29,170.132 \n",
       "  1597.66,170.492 1599.02,173.397 1600.39,162.488 1601.75,169.648 1603.12,195.9 1604.48,169.761 1605.85,150.297 1607.21,256.205 1608.58,172.721 1609.94,169.716 \n",
       "  1611.31,195.9 1612.67,169.952 1614.04,173.622 1615.4,169.839 1616.77,169.288 1618.13,169.648 1619.5,169.423 1620.86,169.648 1622.23,169.648 1623.59,169.648 \n",
       "  1624.96,169.648 1626.32,167.847 1627.69,169.716 1629.05,169.648 1630.42,169.648 1631.78,172.699 1633.15,195.787 1634.51,173.644 1635.88,195.787 1637.24,195.799 \n",
       "  1638.61,195.787 1639.97,195.799 1641.34,195.787 1642.7,193.367 1644.07,193.344 1645.43,195.742 1646.8,193.344 1648.16,193.344 1649.53,193.367 1650.89,193.311 \n",
       "  1652.26,169.648 1653.62,169.828 1654.99,169.828 1656.35,193.311 1657.72,193.266 1659.08,169.648 1660.45,169.761 1661.81,169.761 1663.18,169.727 1664.54,169.727 \n",
       "  1665.91,169.727 1667.27,169.727 1668.64,169.727 1670,169.727 1671.37,169.727 1672.73,169.727 1674.1,169.727 1675.46,169.727 1676.83,169.716 1678.19,167.025 \n",
       "  1679.56,169.727 1680.92,169.727 1682.29,169.727 1683.65,169.727 1685.02,193.176 1686.38,193.221 1687.75,193.198 1689.11,195.742 1690.48,173.746 1691.84,175.029 \n",
       "  1693.21,169.839 1694.57,169.839 1695.94,169.716 1697.3,169.839 1698.67,169.839 1700.03,169.839 1701.4,169.839 1702.76,169.839 1704.13,169.839 1705.49,178.901 \n",
       "  1706.86,169.839 1708.22,169.828 1709.59,191.476 1710.95,191.476 1712.32,173.723 1713.68,191.476 1715.05,191.476 1716.41,193.266 1717.78,170.132 1719.14,170.132 \n",
       "  1720.51,191.532 1721.87,181.569 1723.24,181.569 1724.6,181.569 1725.97,181.569 1727.33,181.569 1728.7,181.569 1730.06,181.569 1731.43,195.742 1732.79,170.695 \n",
       "  1734.16,179.791 1735.52,181.536 1736.89,181.536 1738.25,181.536 1739.62,181.569 1740.98,193.344 1742.35,181.536 1743.71,181.536 1745.08,191.532 1746.44,169.288 \n",
       "  1747.8,169.761 1749.17,173.723 1750.53,175.491 1751.9,175.491 1753.26,175.491 1754.63,175.491 1755.99,175.491 1757.36,175.491 1758.72,175.491 1760.09,175.491 \n",
       "  1761.45,175.491 1762.82,175.491 1764.18,175.491 1765.55,175.491 1766.91,175.491 1768.28,175.491 1769.64,175.491 1771.01,175.491 1772.37,175.491 1773.74,175.491 \n",
       "  1775.1,175.491 1776.47,175.412 1777.83,175.412 1779.2,175.412 1780.56,175.412 1781.93,175.412 1783.29,175.412 1784.66,175.412 1786.02,175.412 1787.39,175.412 \n",
       "  1788.75,175.412 1790.12,175.412 1791.48,175.412 1792.85,175.412 1794.21,175.412 1795.58,172.778 1796.94,169.761 1798.31,170.267 1799.67,127.996 1801.04,155.622 \n",
       "  1802.4,156.106 1803.77,169.716 1805.13,170.076 1806.5,170.988 1807.86,170.954 1809.23,170.954 1810.59,170.076 1811.96,169.716 1813.32,182.357 1814.69,155.622 \n",
       "  1816.05,172.8 1817.42,192.748 1818.78,170.627 1820.15,174.714 1821.51,192.984 1822.88,170.076 1824.24,170.954 1825.61,169.839 1826.97,168.691 1828.34,170.222 \n",
       "  1829.7,179.903 1831.07,170.988 1832.43,171.19 1833.8,169.716 1835.16,169.367 1836.53,172.834 1837.89,173.34 1839.26,169.648 1840.62,170.076 1841.99,168.579 \n",
       "  1843.35,171.19 1844.72,173.34 1846.08,172.316 1847.45,162.297 1848.81,170.976 1850.18,149.937 1851.54,172.879 1852.91,174.635 1854.27,167.16 1855.64,172.721 \n",
       "  1857,155.858 1858.37,170.222 1859.73,170.976 1861.1,162.049 1862.46,170.076 1863.83,173.982 1865.19,170.076 1866.56,166.046 1867.92,169.716 1869.29,170.672 \n",
       "  1870.65,170.706 1872.02,169.727 1873.38,162.488 1874.75,169.716 1876.11,170.988 1877.48,169.581 1878.84,118.304 1880.21,156.016 1881.57,169.839 1882.94,151.243 \n",
       "  1884.3,166.575 1885.67,162.049 1887.03,169.716 1888.4,170.672 1889.76,172.778 1891.13,175.412 1892.49,170.402 1893.86,169.839 1895.22,175.243 1896.59,173.363 \n",
       "  1897.95,156.094 1899.32,162.387 1900.68,170.436 1902.05,169.839 1903.41,156.128 1904.78,169.187 1906.14,168.534 1907.51,169.581 1908.87,169.839 1910.24,169.839 \n",
       "  1911.6,151.276 1912.97,174.781 1914.33,166.519 1915.7,169.839 1917.06,169.884 1918.43,162.297 1919.79,173.385 1921.16,162.049 1922.52,170.042 1923.89,170.042 \n",
       "  1925.25,173.397 1926.61,169.513 1927.98,169.884 1929.34,160.732 1930.71,173.385 1932.07,178.834 1933.44,169.884 1934.8,170.976 1936.17,169.355 1937.53,157.288 \n",
       "  1938.9,162.477 1940.26,162.331 1941.63,169.839 1942.99,197.96 1944.36,160.597 1945.72,169.839 1947.09,169.716 1948.45,170.774 1949.82,128.075 1951.18,156.106 \n",
       "  1952.55,168.691 1953.91,173.397 1955.28,168.083 1956.64,156.128 1958.01,168.691 1959.37,170.976 1960.74,156.252 1962.1,172.8 1963.47,168.511 1964.83,156.162 \n",
       "  1966.2,175.389 1967.56,169.761 1968.93,156.162 1970.29,169.884 1971.66,174.905 1973.02,169.716 1974.39,155.892 1975.75,155.892 1977.12,175.412 1978.48,169.839 \n",
       "  1979.85,155.892 1981.21,170.616 1982.58,170.346 1983.94,172.721 1985.31,175.277 1986.67,169.096 1988.04,169.884 1989.4,156.308 1990.77,169.355 1992.13,169.884 \n",
       "  1993.5,156.184 1994.86,175.108 1996.23,169.648 1997.59,171.19 1998.96,169.119 2000.32,156.308 2001.69,160.597 2003.05,160.597 2004.42,169.986 2005.78,169.626 \n",
       "  2007.15,169.648 2008.51,169.839 2009.88,170.132 2011.24,169.738 2012.61,175.31 2013.97,186.894 2015.34,169.839 2016.7,169.355 2018.07,162.106 2019.43,175.006 \n",
       "  2020.8,173.678 2022.16,166.462 2023.53,181.907 2024.89,170.605 2026.26,172.665 2027.62,169.096 2028.99,169.839 2030.35,170.605 2031.72,169.119 2033.08,169.716 \n",
       "  2034.45,156.421 2035.81,162.41 2037.18,171.078 2038.54,160.597 2039.91,162.038 2041.27,169.423 2042.64,174.725 2044,156.477 2045.37,170.988 2046.73,170.222 \n",
       "  2048.1,150.77 2049.46,169.119 2050.83,162.477 2052.19,174.207 2053.56,181.795 2054.92,169.761 2056.29,169.254 2057.65,162.41 2059.02,168.691 2060.38,170.83 \n",
       "  2061.75,149.937 2063.11,169.761 2064.48,169.884 2065.84,169.839 2067.21,170.616 2068.57,169.727 2069.94,183.877 2071.3,170.042 2072.67,167.025 2074.03,195.596 \n",
       "  2075.4,155.34 2076.76,171.078 2078.13,160.428 2079.49,170.267 2080.86,155.34 2082.22,170.402 2083.59,169.513 2084.95,170.076 2086.32,169.355 2087.68,169.884 \n",
       "  2089.05,168.072 2090.41,170.672 2091.78,169.254 2093.14,162.106 2094.51,169.603 2095.87,151.04 2097.24,170.042 2098.6,173.397 2099.97,169.682 2101.33,168.883 \n",
       "  2102.69,170.008 2104.06,171.078 2105.42,169.547 2106.79,169.682 2108.15,169.367 2109.52,151.074 2110.88,169.975 2112.25,169.839 2113.61,169.288 2114.98,169.716 \n",
       "  2116.34,169.682 2117.71,169.659 2119.07,151.141 2120.44,170.402 2121.8,169.952 2123.17,151.141 2124.53,169.603 2125.9,170.076 2127.26,169.355 2128.63,169.288 \n",
       "  2129.99,166.519 2131.36,151.074 2132.72,151.456 2134.09,169.603 2135.45,160.597 2136.82,170.402 2138.18,151.04 2139.55,169.434 2140.91,174.894 2142.28,167.205 \n",
       "  2143.64,170.402 2145.01,170.931 2146.37,170.076 2147.74,166.519 2149.1,212.167 2150.47,155.61 2151.83,151.276 2153.2,169.929 2154.56,155.937 2155.93,173.385 \n",
       "  2157.29,169.716 2158.66,175.637 2160.02,255.315 2161.39,170.976 2162.75,171.055 2164.12,151.141 2165.48,171.19 2166.85,170.346 2168.21,170.988 2169.58,172.721 \n",
       "  2170.94,169.929 2172.31,169.648 2173.67,170.076 2175.04,165.505 2176.4,170.616 2177.77,169.603 2179.13,170.571 2180.5,169.851 2181.86,169.648 2183.23,169.288 \n",
       "  2184.59,169.119 2185.96,169.716 2187.32,142.079 2188.69,170.008 2190.05,169.648 2191.42,151.378 2192.78,170.222 2194.15,167.667 2195.51,169.716 2196.88,167.971 \n",
       "  2198.24,167.183 2199.61,169.547 2200.97,170.492 2202.34,174.804 2203.7,169.952 2205.07,169.716 2206.43,170.504 2207.8,151.276 2209.16,160.575 2210.53,170.425 \n",
       "  2211.89,169.952 2213.26,151.434 2214.62,169.727 2215.99,169.839 2217.35,168.545 2218.72,169.603 2220.08,169.839 2221.45,155.464 2222.81,156.207 2224.18,170.076 \n",
       "  2225.54,151.456 2226.91,170.616 2228.27,168.714 2229.64,160.575 2231,169.603 2232.37,156.128 2233.73,174.612 2235.1,170.853 2236.46,172.215 2237.83,151.535 \n",
       "  2239.19,169.761 2240.56,156.106 2241.92,174.151 2243.29,169.839 2244.65,170.042 2246.02,167.847 2247.38,177.213 2248.75,170.177 2250.11,170.954 2251.48,174.23 \n",
       "  2252.84,155.937 2254.21,212.054 2255.57,169.851 2256.94,169.603 2258.3,169.761 2259.67,169.761 2261.03,174.545 2262.4,169.434 2263.76,169.761 2265.13,169.761 \n",
       "  2266.49,171.663 2267.86,169.761 2269.22,168.612 2270.59,169.434 2271.95,170.132 2273.32,169.761 2274.68,169.761 2276.05,176.549 2277.41,170.132 2278.77,169.288 \n",
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     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(t/3600, GPP_t,xlabel = \"t (hr)\",ylabel = \"GPP (micomles/m2/s)\",label=\"GPP\",ylim=0:100)\n",
    "plot!(t/3600, GPP_diffusion_t,xlabel = \"t (hr)\",ylabel = \"GPP  (micomles/m2/s)\",label=\"GPP diffusion\",ylim=0:100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
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       "  13457.4,1056.14 13526.9,1056.14 13596.3,1056.14 13665.7,1056.14 13735.1,1056.14 13804.5,1056.14 13873.9,1056.14 13943.3,1056.14 14012.7,1055.93 14082.1,1055.93 \n",
       "  14151.5,1055.93 14220.9,1055.93 14290.3,1055.93 14359.7,1055.93 14429.1,1055.93 14498.5,1055.93 14567.9,1055.93 14637.3,1055.93 14706.7,1055.93 14776.1,995.947 \n",
       "  14845.5,992.364 14914.9,991.169 14984.3,969.582 15053.7,989.079 15123.1,1043.52 15192.6,992.364 15262,993.26 15331.4,1055.93 15400.8,1055.93 15470.2,1055.93 \n",
       "  15539.6,1055.93 15609,1055.93 15678.4,1055.93 15747.8,1055.93 15817.2,992.364 15886.6,1169.2 15956,1190.28 16025.4,991.169 16094.8,975.043 16164.2,990.359 \n",
       "  16233.6,990.871 16303,1026.88 16372.4,987.543 16441.8,990.657 16511.2,837.883 16580.6,966.126 16650,838.096 16719.4,978.2 16788.9,975.043 16858.3,990.572 \n",
       "  16927.7,989.42 16997.1,1060.5 17066.5,1000.26 17135.9,995.691 17205.3,1060.5 17274.7,975.043 17344.1,990.572 17413.5,1060.45 17482.9,994.753 17552.3,975.043 \n",
       "  17621.7,1100.09 17691.1,990.657 17760.5,1004.95 17829.9,1322.83 17899.3,992.449 17968.7,975.043 18038.1,992.705 18107.5,975.043 18176.9,992.364 18246.3,992.705 \n",
       "  18315.7,967.492 18385.2,992.364 18454.6,992.705 18524,993.814 18593.4,992.364 18662.8,975.043 18732.2,1060.45 18801.6,1060.24 18871,985.708 18940.4,975.043 \n",
       "  19009.8,992.364 19079.2,975.043 19148.6,1029.01 19218,985.708 19287.4,992.364 19356.8,990.657 19426.2,1060.24 19495.6,985.196 19565,1087.33 19634.4,1060.5 \n",
       "  19703.8,992.364 19773.2,992.364 19842.6,992.364 19912,992.364 19981.5,988.695 20050.9,990.657 20120.3,1060.11 20189.7,990.871 20259.1,1060.11 20328.5,992.364 \n",
       "  20397.9,992.364 20467.3,991.084 20536.7,989.975 20606.1,1328.08 20675.5,992.364 20744.9,1007.89 20814.3,1026.66 20883.7,992.364 20953.1,992.449 21022.5,1235.54 \n",
       "  21091.9,992.364 21161.3,1060.11 21230.7,992.364 21300.1,992.705 21369.5,997.057 21438.9,1059.9 21508.3,990.657 21577.8,992.364 21647.2,992.364 21716.6,992.364 \n",
       "  21786,992.364 21855.4,992.364 21924.8,992.364 21994.2,992.364 22063.6,1028.84 22133,1059.86 22202.4,990.657 22271.8,1059.86 22341.2,1059.86 22410.6,1000.34 \n",
       "  22480,986.903 22549.4,991.084 22618.8,1060.92 22688.2,1058.58 22757.6,990.359 22827,991.766 22896.4,1059.6 22965.8,1028.75 23035.2,989.804 23104.6,990.871 \n",
       "  23174,1197.83 23243.5,992.705 23312.9,991.169 23382.3,936.092 23451.7,992.364 23521.1,992.364 23590.5,990.913 23659.9,990.657 23729.3,967.022 23798.7,968.515 \n",
       "  23868.1,990.103 23937.5,969.454 24006.9,967.321 24076.3,992.364 24145.7,1058.28 24215.1,969.198 24284.5,992.364 24353.9,988.055 24423.3,978.797 24492.7,992.364 \n",
       "  24562.1,988.14 24631.5,1008.32 24700.9,967.15 24770.3,1087.46 24839.8,1058.66 24909.2,990.572 24978.6,1080.42 25048,992.364 25117.4,990.913 25186.8,968.771 \n",
       "  25256.2,948.848 25325.6,992.705 25395,1058.15 25464.4,992.705 25533.8,1004.95 25603.2,992.364 25672.6,992.705 25742,969.582 25811.4,992.705 25880.8,992.364 \n",
       "  25950.2,1027.73 26019.6,992.705 26089,995.691 26158.4,992.236 26227.8,991.383 26297.2,969.155 26366.6,994.198 26436.1,1079.05 26505.5,978.2 26574.9,992.705 \n",
       "  26644.3,966.596 26713.7,967.918 26783.1,992.236 26852.5,966.126 26921.9,997.099 26991.3,992.236 27060.7,992.364 27130.1,992.236 27199.5,994.753 27268.9,993.814 \n",
       "  27338.3,1060.11 27407.7,1079.44 27477.1,993.814 27546.5,967.022 27615.9,990.487 27685.3,1027.13 27754.7,946.544 27824.1,1057.77 27893.5,988.695 27962.9,968.515 \n",
       "  28032.4,992.449 28101.8,1059.6 28171.2,946.544 28240.6,1059.9 28310,991.169 28379.4,969.582 28448.8,967.321 28518.2,1022.82 28587.6,716.124 28657,992.705 \n",
       "  28726.4,1386.61 28795.8,966.894 28865.2,985.708 28934.6,992.705 29004,991.638 29073.4,946.246 29142.8,946.246 29212.2,946.246 29281.6,946.246 29351,946.246 \n",
       "  29420.4,946.246 29489.8,946.246 29559.2,946.246 29628.7,946.246 29698.1,946.246 29767.5,946.459 29836.9,946.459 29906.3,946.459 29975.7,946.459 30045.1,946.459 \n",
       "  30114.5,946.459 30183.9,946.459 30253.3,946.459 30322.7,946.459 30392.1,946.459 30461.5,946.459 30530.9,946.459 30600.3,946.459 30669.7,946.459 30739.1,946.459 \n",
       "  30808.5,946.544 30877.9,946.544 30947.3,946.544 31016.7,946.544 31086.1,946.544 31155.5,946.544 31225,946.544 31294.4,946.544 31363.8,946.544 31433.2,946.544 \n",
       "  31502.6,946.544 31572,946.544 31641.4,946.544 31710.8,946.544 31780.2,946.715 31849.6,946.715 31919,946.715 31988.4,946.715 32057.8,946.715 32127.2,946.715 \n",
       "  32196.6,946.715 32266,946.715 32335.4,946.715 32404.8,946.715 32474.2,946.715 32543.6,946.715 32613,946.715 32682.4,946.715 32751.8,946.886 32821.2,946.886 \n",
       "  32890.7,946.886 32960.1,946.886 33029.5,946.886 33098.9,946.886 33168.3,946.886 33237.7,946.886 33307.1,946.886 33376.5,946.886 33445.9,946.886 33515.3,946.886 \n",
       "  33584.7,946.886 33654.1,946.886 33723.5,966.297 33792.9,992.449 33862.3,969.582 33931.7,992.705 34001.1,990.231 34070.5,991.084 34139.9,966.596 34209.3,992.449 \n",
       "  34278.7,987.97 34348.1,969.795 34417.5,992.705 34487,966.894 34556.4,989.463 34625.8,1056.7 34695.2,966.596 34764.6,945.99 34834,989.42 34903.4,837.499 \n",
       "  34972.8,944.624 35042.2,992.705 35111.6,988.439 35181,993.814 35250.4,993.046 35319.8,837.755 35389.2,970.99 35458.6,992.705 35528,997.953 35597.4,1059.9 \n",
       "  35666.8,950.725 35736.2,1002.26 35805.6,1062.2 35875,990.273 35944.4,991.041 36013.8,837.883 36083.3,1008.66 36152.7,978.37 36222.1,999.318 36291.5,1079.44 \n",
       "  36360.9,1059.6 36430.3,978.2 36499.7,992.364 36569.1,978.925 36638.5,995.35 36707.9,989.591 36777.3,989.633 36846.7,996.502 36916.1,992.364 36985.5,1059.86 \n",
       "  37054.9,988.951 37124.3,1057.51 37193.7,967.79 37263.1,992.449 37332.5,994.326 37401.9,991.511 37471.3,990.231 37540.7,86.2547 37610.1,991.766 37679.6,994.326 \n",
       "  37749,946.459 37818.4,946.459 37887.8,966.724 37957.2,992.449 38026.6,1001.79 38096,992.364 38165.4,993.473 38234.8,990.999 38304.2,991.98 38373.6,990.231 \n",
       "  38443,945.478 38512.4,946.118 38581.8,1007.68 38651.2,1029.01 38720.6,832.891 38790,992.449 38859.4,993.26 38928.8,969.454 38998.2,1007.68 39067.6,951.578 \n",
       "  39137,987.116 39206.4,1057.3 39275.9,990.487 39345.3,1056.4 39414.7,1057.98 39484.1,995.734 39553.5,992.705 39622.9,1059 39692.3,817.831 39761.7,975.043 \n",
       "  39831.1,1212.2 39900.5,988.439 39969.9,86.4253 40039.3,1058.79 40108.7,1055.5 40178.1,992.364 40247.5,978.37 40316.9,989.249 40386.3,993.857 40455.7,1092.07 \n",
       "  40525.1,1056.95 40594.5,936.433 40663.9,990.7 40733.3,993.26 40802.7,975.896 40872.1,992.577 40941.6,1056.95 41011,967.577 41080.4,993.046 41149.8,998.209 \n",
       "  41219.2,1056.83 41288.6,991.169 41358,903.156 41427.4,991.383 41496.8,992.577 41566.2,992.577 41635.6,1171.33 41705,992.577 41774.4,994.326 41843.8,844.751 \n",
       "  41913.2,966.596 41982.6,1056.83 42052,991.084 42121.4,992.364 42190.8,1055.46 42260.2,1055.46 42329.6,1055.25 42399,1055.25 42468.4,1057.38 42537.9,989.079 \n",
       "  42607.3,1055.25 42676.7,1055.25 42746.1,969.795 42815.5,975.896 42884.9,946.544 42954.3,845.093 43023.7,992.364 43093.1,992.364 43162.5,1041.98 43231.9,1055.03 \n",
       "  43301.3,1056.83 43370.7,975.043 43440.1,994.284 43509.5,1005.12 43578.9,1026.88 43648.3,992.364 43717.7,992.364 43787.1,992.364 43856.5,992.364 43925.9,990.913 \n",
       "  43995.3,993.302 44064.7,1029.39 44134.2,1029.39 44203.6,1029.39 44273,1029.39 44342.4,992.705 44411.8,1029.35 44481.2,1029.35 44550.6,1029.35 44620,1029.39 \n",
       "  44689.4,1029.35 44758.8,1029.35 44828.2,1029.35 44897.6,1029.35 44967,1029.35 45036.4,1029.35 45105.8,1029.35 45175.2,1029.35 45244.6,1029.35 45314,1029.35 \n",
       "  45383.4,1029.35 45452.8,985.708 45522.2,992.449 45591.6,992.449 45661,992.449 45730.5,992.449 45799.9,992.449 45869.3,992.449 45938.7,975.512 46008.1,992.705 \n",
       "  46077.5,1029.22 46146.9,1026.58 46216.3,992.364 46285.7,994.753 46355.1,1056.4 46424.5,992.705 46493.9,1056.4 46563.3,990.359 46632.7,1056.4 46702.1,992.577 \n",
       "  46771.5,991.084 46840.9,992.364 46910.3,690.356 46979.7,1056.27 47049.1,990.359 47118.5,1087.33 47187.9,992.577 47257.3,1029.35 47326.8,991.084 47396.2,992.364 \n",
       "  47465.6,992.577 47535,1056.14 47604.4,991.084 47673.8,992.577 47743.2,992.876 47812.6,986.775 47882,870.69 47951.4,1000.6 48020.8,870.69 48090.2,992.449 \n",
       "  48159.6,1052.99 48229,992.705 48298.4,995.691 48367.8,1055.93 48437.2,994.326 48506.6,1055.93 48576,991.084 48645.4,992.577 48714.8,992.577 48784.2,992.449 \n",
       "  48853.6,992.449 48923.1,992.449 48992.5,871.074 49061.9,871.074 49131.3,871.074 49200.7,988.439 49270.1,992.449 49339.5,992.449 49408.9,992.449 49478.3,992.364 \n",
       "  49547.7,992.364 49617.1,993.26 49686.5,993.26 49755.9,988.609 49825.3,988.609 49894.7,992.705 49964.1,998.55 50033.5,988.012 50102.9,993.26 50172.3,993.26 \n",
       "  50241.7,990.913 50311.1,993.26 50380.5,996.502 50449.9,1168.69 50519.3,995.051 50588.8,993.345 50658.2,1012.54 50727.6,990.913 50797,992.364 50866.4,991.638 \n",
       "  50935.8,1056.14 51005.2,989.463 51074.6,990.743 51144,989.42 51213.4,879.308 51282.8,990.743 51352.2,1088.23 51421.6,990.743 51491,987.543 51560.4,985.708 \n",
       "  51629.8,1007.89 51699.2,992.705 51768.6,990.743 51838,1000.6 51907.4,1000.47 51976.8,992.705 52046.2,992.705 52115.6,992.705 52185.1,992.705 52254.5,990.743 \n",
       "  52323.9,989.249 52393.3,975.341 52462.7,1026.66 52532.1,993.26 52601.5,869.24 52670.9,992.449 52740.3,1083.79 52809.7,584.937 52879.1,978.669 52948.5,992.705 \n",
       "  53017.9,869.24 53087.3,991.638 53156.7,974.36 53226.1,992.364 53295.5,994.753 53364.9,993.26 53434.3,994.198 53503.7,993.26 53573.1,993.26 53642.5,993.26 \n",
       "  53711.9,993.26 53781.4,1001.66 53850.8,992.705 53920.2,993.26 53989.6,993.26 54059,978.797 54128.4,870.05 54197.8,974.19 54267.2,870.05 54336.6,869.88 \n",
       "  54406,870.05 54475.4,869.88 54544.8,870.05 54614.2,881.271 54683.6,881.484 54753,870.136 54822.4,881.484 54891.8,881.484 54961.2,881.271 55030.6,881.612 \n",
       "  55100,993.26 55169.4,992.364 55238.8,992.364 55308.2,881.612 55377.7,881.74 55447.1,993.26 55516.5,992.449 55585.9,992.449 55655.3,992.577 55724.7,992.577 \n",
       "  55794.1,992.577 55863.5,992.577 55932.9,992.577 56002.3,992.577 56071.7,992.577 56141.1,992.577 56210.5,992.577 56279.9,992.577 56349.3,992.705 56418.7,1005.12 \n",
       "  56488.1,992.577 56557.5,992.577 56626.9,992.577 56696.3,992.577 56765.7,882.337 56835.1,882.039 56904.5,882.166 56974,870.136 57043.4,973.934 57112.8,967.833 \n",
       "  57182.2,992.364 57251.6,992.364 57321,992.705 57390.4,992.364 57459.8,992.364 57529.2,992.364 57598.6,992.364 57668,992.364 57737.4,992.364 57806.8,949.403 \n",
       "  57876.2,992.364 57945.6,992.364 58015,890.144 58084.4,890.144 58153.8,974.104 58223.2,890.144 58292.6,890.144 58362,881.74 58431.4,990.743 58500.8,990.743 \n",
       "  58570.2,890.059 58639.7,936.945 58709.1,936.945 58778.5,937.158 58847.9,937.158 58917.3,937.158 58986.7,937.158 59056.1,937.158 59125.5,870.136 59194.9,988.055 \n",
       "  59264.3,945.478 59333.7,937.286 59403.1,937.286 59472.5,937.286 59541.9,937.158 59611.3,881.484 59680.7,937.286 59750.1,937.286 59819.5,890.059 59888.9,994.753 \n",
       "  59958.3,992.449 60027.7,974.104 60097.1,965.742 60166.5,965.572 60236,965.742 60305.4,965.742 60374.8,965.742 60444.2,965.742 60513.6,965.742 60583,965.742 \n",
       "  60652.4,965.742 60721.8,965.742 60791.2,965.742 60860.6,965.742 60930,965.742 60999.4,965.742 61068.8,965.742 61138.2,965.742 61207.6,965.742 61277,965.742 \n",
       "  61346.4,965.742 61415.8,965.828 61485.2,965.828 61554.6,965.828 61624,965.828 61693.4,965.828 61762.8,965.828 61832.3,965.828 61901.7,965.828 61971.1,965.828 \n",
       "  62040.5,965.828 62109.9,965.828 62179.3,965.828 62248.7,965.828 62318.1,965.828 62387.5,978.541 62456.9,992.449 62526.3,990.359 62595.7,1189.38 62665.1,1059.39 \n",
       "  62734.5,1056.95 62803.9,992.705 62873.3,991.084 62942.7,986.775 63012.1,986.903 63081.5,986.903 63150.9,991.084 63220.3,992.705 63289.7,933.234 63359.1,1059.39 \n",
       "  63428.6,978.37 63498,884.086 63567.4,988.695 63636.8,969.027 63706.2,883.105 63775.6,991.084 63845,986.903 63914.4,992.364 63983.8,997.782 64053.2,990.487 \n",
       "  64122.6,944.71 64192,986.775 64261.4,985.708 64330.8,992.705 64400.2,994.326 64469.6,978.2 64539,975.896 64608.4,993.046 64677.8,991.084 64747.2,998.209 \n",
       "  64816.6,985.708 64886,975.896 64955.4,980.504 65024.9,1027.73 65094.3,987.116 65163.7,1085.84 65233.1,977.731 65302.5,969.454 65371.9,1004.78 65441.3,978.669 \n",
       "  65510.7,1058.28 65580.1,990.487 65649.5,987.116 65718.9,1029.01 65788.3,991.084 65857.7,972.398 65927.1,991.084 65996.5,1009.98 66065.9,992.705 66135.3,988.225 \n",
       "  66204.7,987.799 66274.1,992.577 66343.5,1026.66 66412.9,992.705 66482.3,986.775 66551.7,993.473 66621.1,1234.73 66690.6,1057.38 66760,992.364 66829.4,1079.74 \n",
       "  66898.8,1007.55 66968.2,1028.84 67037.6,992.705 67107,988.439 67176.4,978.541 67245.8,965.828 67315.2,989.591 67384.6,992.364 67454,966.596 67523.4,975.512 \n",
       "  67592.8,1057.3 67662.2,1027.3 67731.6,989.42 67801,992.364 67870.4,1057.17 67939.8,995.179 68009.2,998.294 68078.6,993.473 68148,992.364 68217.4,992.364 \n",
       "  68286.9,1079.61 68356.3,968.899 68425.7,1007.68 68495.1,992.364 68564.5,992.065 68633.9,1027.73 68703.3,975.725 68772.7,1028.84 68842.1,991.169 68911.5,991.169 \n",
       "  68980.9,975.341 69050.3,993.814 69119.7,992.065 69189.1,1035.03 69258.5,975.725 69327.9,949.829 69397.3,992.065 69466.7,987.116 69536.1,994.497 69605.5,1051.66 \n",
       "  69674.9,1027.05 69744.3,1027.56 69813.7,992.364 69883.2,859.043 69952.6,1035.67 70022,992.364 70091.4,992.705 70160.8,987.97 70230.2,1188.87 70299.6,1056.95 \n",
       "  70369,997.782 70438.4,975.341 70507.8,1000.55 70577.2,1057.17 70646.6,997.782 70716,987.116 70785.4,1056.4 70854.8,978.37 70924.2,999.147 70993.6,1056.83 \n",
       "  71063,966.041 71132.4,992.449 71201.8,1056.83 71271.2,992.065 71340.6,968.174 71410,992.705 71479.5,1058.15 71548.9,1058.15 71618.3,965.87 71687.7,992.364 \n",
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   "source": [
    "plot(t-3*3600*ones(size(t)), GPP_t-GPP_diffusion_t,xlabel = \"t (s)\",ylabel = \"GPP - GPP diffusion (micomles/m2/s)\",label=\"GPP biochemistry\",xlims=(0*3600,0.5*3600),ylim=0:100)"
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   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "savefig(joinpath(output_dir, \"GPP_step_t.png\"))"
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       "  542.89,86.2547 544.237,86.2547 545.585,86.2547 546.932,86.2547 548.28,86.2547 549.627,86.2547 550.975,86.2547 552.322,86.2547 553.669,86.2547 555.017,86.2547 \n",
       "  556.364,86.2547 557.712,86.2547 559.059,86.2547 560.407,86.2547 561.754,86.2547 563.101,86.2547 564.449,86.2547 565.796,86.2547 567.144,86.2547 568.491,86.2547 \n",
       "  569.839,86.2547 571.186,86.2547 572.533,86.2547 573.881,86.2547 575.228,86.2547 576.576,86.2547 577.923,86.2547 579.271,86.2547 580.618,86.2547 581.965,86.2547 \n",
       "  583.313,86.2547 584.66,86.2547 586.008,86.2547 587.355,86.2547 588.703,86.2547 590.05,86.2547 591.397,86.2547 592.745,86.2547 594.092,86.2547 595.44,86.2547 \n",
       "  596.787,86.2547 598.135,1385.35 599.482,1385.29 600.829,1385.31 602.177,1385.22 603.524,1385.31 604.872,1385.23 606.219,1385.36 607.567,1385.32 608.914,1385.22 \n",
       "  610.261,1385.23 611.609,1385.3 612.956,1386.11 614.304,1385.31 615.651,1385.22 616.999,1385.31 618.346,1385.32 619.693,1386.04 621.041,1384.25 622.388,1385.31 \n",
       "  623.736,1385.34 625.083,1385.36 626.431,1386.41 627.778,1385.3 629.125,1385.31 630.473,1383.79 631.82,1385.31 633.168,1386.05 634.515,1385.31 635.863,1385 \n",
       "  637.21,1385.31 638.557,1385.31 639.905,1385.31 641.252,1385.3 642.6,1385.23 643.947,1385.53 645.295,1385.22 646.642,1385.3 647.989,1385.31 649.337,1385.3 \n",
       "  650.684,1385.31 652.032,1385.23 653.379,1385.3 654.727,1385.31 656.074,1385.29 657.421,1385.31 658.769,1385.53 660.116,1385.3 661.464,1384.89 662.811,1385.45 \n",
       "  664.159,1385.31 665.506,1384.85 666.853,1385.31 668.201,1385.31 669.548,1385.26 670.896,1385.33 672.243,1385.26 673.591,1386.05 674.938,1385.3 676.285,1385.3 \n",
       "  677.633,1385.32 678.98,1385.31 680.328,1385.27 681.675,1385.34 683.023,1385.9 684.37,1385.31 685.717,1385.53 687.065,1385.3 688.412,1385.31 689.76,1385.31 \n",
       "  691.107,1385.31 692.455,1386.22 693.802,1385.24 695.149,1386.42 696.497,1385.32 697.844,1385.31 699.192,1385.31 700.539,1385.31 701.887,1385.3 703.234,1385.76 \n",
       "  704.581,1385.3 705.929,1385.31 707.276,1385.23 708.624,1385.53 709.971,1385.32 711.319,1385.29 712.666,1385.31 714.013,1385.22 715.361,1385.34 716.708,1385.36 \n",
       "  718.056,1385.35 719.403,1385.52 720.751,1385.27 722.098,1385.22 723.445,1385.52 724.793,1385.52 726.14,1385.31 727.488,1385.52 728.835,1385.37 730.183,1385.31 \n",
       "  731.53,1385.63 732.877,1385.52 734.225,1385.53 735.572,1385.31 736.92,1385.31 738.267,1385.36 739.615,1385.33 740.962,1385.12 742.309,1386.61 743.657,1385.31 \n",
       "  745.004,1385.34 746.352,1385.52 747.699,1385.52 749.047,1385.52 750.394,1385.52 751.741,1385.52 753.089,1385.52 754.436,1385.52 755.784,1385.52 757.131,1385.52 \n",
       "  758.479,1385.52 759.826,1385.52 761.173,1385.52 762.521,1385.52 763.868,1385.52 765.216,1385.52 766.563,1385.52 767.911,1385.52 769.258,1385.52 770.605,1385.52 \n",
       "  771.953,1385.52 773.3,1385.52 774.648,1385.52 775.995,1385.52 777.343,1385.52 778.69,1385.52 780.037,1385.52 781.385,1385.52 782.732,1385.52 784.08,1385.52 \n",
       "  785.427,1385.52 786.775,1385.52 788.122,1385.52 789.469,1385.52 790.817,1385.52 792.164,1385.52 793.512,1385.52 794.859,1385.52 796.207,1385.52 797.554,1385.52 \n",
       "  798.901,1385.52 800.249,1385.52 801.596,1385.52 802.944,1385.52 804.291,1385.52 805.639,1385.52 806.986,1385.52 808.333,1385.52 809.681,1385.52 811.028,1385.52 \n",
       "  812.376,1385.52 813.723,1385.52 815.071,1385.52 816.418,1385.52 817.765,1385.52 819.113,1385.52 820.46,1385.52 821.808,1385.52 823.155,1385.52 824.503,1385.52 \n",
       "  825.85,1385.52 827.197,1385.52 828.545,1385.52 829.892,1385.52 831.24,1385.52 832.587,1385.32 833.935,1385.33 835.282,1385.3 836.629,1385.52 837.977,1385.52 \n",
       "  839.324,1385.52 840.672,1385.52 842.019,1385.52 843.367,1385.52 844.714,1385.52 846.061,1385.52 847.409,1385.52 848.756,1385.52 850.104,1385.52 851.451,1385.52 \n",
       "  852.799,1385.52 854.146,1385.52 855.493,1385.52 856.841,1385.52 858.188,1385.52 859.536,1385.52 860.883,1385.52 862.231,1385.52 863.578,1385.52 864.925,1385.52 \n",
       "  866.273,1385.52 867.62,1385.52 868.968,1385.52 870.315,1385.52 871.663,1385.52 873.01,1385.52 874.357,1385.52 875.705,1385.52 877.052,1385.52 878.4,1385.32 \n",
       "  879.747,1385.31 881.095,1385.3 882.442,1385.23 883.789,1385.3 885.137,1385.49 886.484,1385.31 887.832,1385.31 889.179,1385.52 890.527,1385.52 891.874,1385.52 \n",
       "  893.221,1385.52 894.569,1385.52 895.916,1385.52 897.264,1385.52 898.611,1385.31 899.959,1385.89 901.306,1385.95 902.653,1385.3 904.001,1385.25 905.348,1385.3 \n",
       "  906.696,1385.31 908.043,1385.42 909.391,1385.3 910.738,1385.3 912.085,1384.8 913.433,1385.22 914.78,1384.8 916.128,1385.26 917.475,1385.25 918.823,1385.3 \n",
       "  920.17,1385.32 921.517,1385.53 922.865,1385.34 924.212,1385.32 925.56,1385.53 926.907,1385.25 928.255,1385.3 929.602,1385.54 930.949,1385.32 932.297,1385.25 \n",
       "  933.644,1385.66 934.992,1385.3 936.339,1385.34 937.687,1386.39 939.034,1385.31 940.381,1385.25 941.729,1385.31 943.076,1385.25 944.424,1385.31 945.771,1385.31 \n",
       "  947.119,1385.23 948.466,1385.31 949.813,1385.31 951.161,1385.31 952.508,1385.31 953.856,1385.25 955.203,1385.54 956.551,1385.53 957.898,1385.29 959.245,1385.25 \n",
       "  960.593,1385.31 961.94,1385.25 963.288,1385.43 964.635,1385.29 965.983,1385.31 967.33,1385.3 968.677,1385.53 970.025,1385.29 971.372,1385.62 972.72,1385.53 \n",
       "  974.067,1385.31 975.415,1385.31 976.762,1385.31 978.109,1385.31 979.457,1385.3 980.804,1385.3 982.152,1385.53 983.499,1385.31 984.847,1385.53 986.194,1385.31 \n",
       "  987.541,1385.31 988.889,1385.3 990.236,1385.3 991.584,1386.41 992.931,1385.31 994.279,1385.36 995.626,1385.42 996.973,1385.31 998.321,1385.31 999.668,1386.11 \n",
       "  1001.02,1385.31 1002.36,1385.53 1003.71,1385.31 1005.06,1385.31 1006.41,1385.32 1007.75,1385.53 1009.1,1385.3 1010.45,1385.31 1011.8,1385.31 1013.14,1385.31 \n",
       "  1014.49,1385.31 1015.84,1385.31 1017.18,1385.31 1018.53,1385.31 1019.88,1385.43 1021.23,1385.53 1022.57,1385.3 1023.92,1385.53 1025.27,1385.53 1026.62,1385.34 \n",
       "  1027.96,1385.29 1029.31,1385.3 1030.66,1385.53 1032.01,1385.53 1033.35,1385.3 1034.7,1385.31 1036.05,1385.53 1037.4,1385.43 1038.74,1385.3 1040.09,1385.31 \n",
       "  1041.44,1385.99 1042.79,1385.31 1044.13,1385.3 1045.48,1385.13 1046.83,1385.31 1048.18,1385.31 1049.52,1385.3 1050.87,1385.3 1052.22,1385.22 1053.57,1385.23 \n",
       "  1054.91,1385.3 1056.26,1385.23 1057.61,1385.23 1058.96,1385.31 1060.3,1385.53 1061.65,1385.23 1063,1385.31 1064.34,1385.29 1065.69,1385.27 1067.04,1385.31 \n",
       "  1068.39,1385.29 1069.73,1385.36 1071.08,1385.22 1072.43,1385.62 1073.78,1385.53 1075.12,1385.3 1076.47,1385.59 1077.82,1385.31 1079.17,1385.3 1080.51,1385.23 \n",
       "  1081.86,1385.16 1083.21,1385.31 1084.56,1385.53 1085.9,1385.31 1087.25,1385.34 1088.6,1385.31 1089.95,1385.31 1091.29,1385.23 1092.64,1385.31 1093.99,1385.31 \n",
       "  1095.34,1385.43 1096.68,1385.31 1098.03,1385.32 1099.38,1385.31 1100.73,1385.31 1102.07,1385.23 1103.42,1385.31 1104.77,1385.59 1106.12,1385.26 1107.46,1385.31 \n",
       "  1108.81,1385.22 1110.16,1385.22 1111.5,1385.31 1112.85,1385.22 1114.2,1385.32 1115.55,1385.31 1116.89,1385.31 1118.24,1385.31 1119.59,1385.32 1120.94,1385.31 \n",
       "  1122.28,1385.53 1123.63,1385.59 1124.98,1385.31 1126.33,1385.22 1127.67,1385.3 1129.02,1385.42 1130.37,1385.16 1131.72,1385.52 1133.06,1385.3 1134.41,1385.23 \n",
       "  1135.76,1385.31 1137.11,1385.53 1138.45,1385.16 1139.8,1385.53 1141.15,1385.3 1142.5,1385.23 1143.84,1385.23 1145.19,1385.42 1146.54,1384.4 1147.89,1385.31 \n",
       "  1149.23,1386.61 1150.58,1385.22 1151.93,1385.29 1153.28,1385.32 1154.62,1385.31 1155.97,1385.16 1157.32,1385.16 1158.66,1385.16 1160.01,1385.16 1161.36,1385.16 \n",
       "  1162.71,1385.16 1164.05,1385.16 1165.4,1385.16 1166.75,1385.16 1168.1,1385.16 1169.44,1385.16 1170.79,1385.16 1172.14,1385.16 1173.49,1385.16 1174.83,1385.16 \n",
       "  1176.18,1385.16 1177.53,1385.16 1178.88,1385.16 1180.22,1385.16 1181.57,1385.16 1182.92,1385.16 1184.27,1385.16 1185.61,1385.16 1186.96,1385.16 1188.31,1385.16 \n",
       "  1189.66,1385.16 1191,1385.16 1192.35,1385.16 1193.7,1385.16 1195.05,1385.16 1196.39,1385.16 1197.74,1385.16 1199.09,1385.16 1200.44,1385.16 1201.78,1385.16 \n",
       "  1203.13,1385.16 1204.48,1385.16 1205.82,1385.16 1207.17,1385.16 1208.52,1385.16 1209.87,1385.16 1211.21,1385.16 1212.56,1385.16 1213.91,1385.16 1215.26,1385.16 \n",
       "  1216.6,1385.16 1217.95,1385.16 1219.3,1385.16 1220.65,1385.16 1221.99,1385.16 1223.34,1385.16 1224.69,1385.16 1226.04,1385.16 1227.38,1385.16 1228.73,1385.16 \n",
       "  1230.08,1385.16 1231.43,1385.16 1232.77,1385.16 1234.12,1385.16 1235.47,1385.16 1236.82,1385.16 1238.16,1385.16 1239.51,1385.16 1240.86,1385.16 1242.21,1385.16 \n",
       "  1243.55,1385.16 1244.9,1385.16 1246.25,1385.22 1247.6,1385.31 1248.94,1385.23 1250.29,1385.31 1251.64,1385.3 1252.98,1385.3 1254.33,1385.22 1255.68,1385.31 \n",
       "  1257.03,1385.3 1258.37,1385.24 1259.72,1385.31 1261.07,1385.22 1262.42,1385.3 1263.76,1385.52 1265.11,1385.22 1266.46,1385.16 1267.81,1385.3 1269.15,1384.8 \n",
       "  1270.5,1385.15 1271.85,1385.31 1273.2,1385.3 1274.54,1385.31 1275.89,1385.31 1277.24,1384.8 1278.59,1385.24 1279.93,1385.31 1281.28,1385.33 1282.63,1385.53 \n",
       "  1283.98,1385.17 1285.32,1385.34 1286.67,1385.55 1288.02,1385.3 1289.37,1385.3 1290.71,1384.8 1292.06,1385.37 1293.41,1385.26 1294.76,1385.33 1296.1,1385.59 \n",
       "  1297.45,1385.53 1298.8,1385.26 1300.14,1385.31 1301.49,1385.27 1302.84,1385.32 1304.19,1385.3 1305.53,1385.3 1306.88,1385.32 1308.23,1385.31 1309.58,1385.53 \n",
       "  1310.92,1385.3 1312.27,1385.52 1313.62,1385.23 1314.97,1385.31 1316.31,1385.31 1317.66,1385.31 1319.01,1385.31 1320.36,1382.33 1321.7,1385.31 1323.05,1385.31 \n",
       "  1324.4,1385.16 1325.75,1385.16 1327.09,1385.22 1328.44,1385.31 1329.79,1385.34 1331.14,1385.31 1332.48,1385.31 1333.83,1385.31 1335.18,1385.31 1336.53,1385.3 \n",
       "  1337.87,1385.15 1339.22,1385.15 1340.57,1385.36 1341.92,1385.43 1343.26,1384.78 1344.61,1385.31 1345.96,1385.31 1347.3,1385.23 1348.65,1385.36 1350,1385.18 \n",
       "  1351.35,1385.3 1352.69,1385.53 1354.04,1385.3 1355.39,1385.52 1356.74,1385.53 1358.08,1385.32 1359.43,1385.31 1360.78,1385.53 1362.13,1384.73 1363.47,1385.25 \n",
       "  1364.82,1386.03 1366.17,1385.3 1367.52,1382.33 1368.86,1385.53 1370.21,1385.52 1371.56,1385.31 1372.91,1385.26 1374.25,1385.3 1375.6,1385.31 1376.95,1385.64 \n",
       "  1378.3,1385.52 1379.64,1385.13 1380.99,1385.3 1382.34,1385.31 1383.69,1385.25 1385.03,1385.31 1386.38,1385.52 1387.73,1385.22 1389.08,1385.31 1390.42,1385.33 \n",
       "  1391.77,1385.52 1393.12,1385.3 1394.46,1385.01 1395.81,1385.31 1397.16,1385.31 1398.51,1385.31 1399.85,1385.9 1401.2,1385.31 1402.55,1385.31 1403.9,1384.83 \n",
       "  1405.24,1385.22 1406.59,1385.52 1407.94,1385.3 1409.29,1385.31 1410.63,1385.52 1411.98,1385.52 1413.33,1385.52 1414.68,1385.52 1416.02,1385.52 1417.37,1385.3 \n",
       "  1418.72,1385.52 1420.07,1385.52 1421.41,1385.24 1422.76,1385.26 1424.11,1385.16 1425.46,1384.83 1426.8,1385.31 1428.15,1385.31 1429.5,1385.48 1430.85,1385.51 \n",
       "  1432.19,1385.52 1433.54,1385.25 1434.89,1385.33 1436.24,1385.35 1437.58,1385.42 1438.93,1385.31 1440.28,1385.31 1441.62,1385.31 1442.97,1385.31 1444.32,1385.3 \n",
       "  1445.67,1385.31 1447.01,1385.43 1448.36,1385.43 1449.71,1385.43 1451.06,1385.43 1452.4,1385.31 1453.75,1385.43 1455.1,1385.43 1456.45,1385.43 1457.79,1385.43 \n",
       "  1459.14,1385.43 1460.49,1385.43 1461.84,1385.43 1463.18,1385.43 1464.53,1385.43 1465.88,1385.43 1467.23,1385.43 1468.57,1385.43 1469.92,1385.43 1471.27,1385.43 \n",
       "  1472.62,1385.43 1473.96,1385.29 1475.31,1385.31 1476.66,1385.31 1478.01,1385.31 1479.35,1385.31 1480.7,1385.31 1482.05,1385.31 1483.4,1385.25 1484.74,1385.31 \n",
       "  1486.09,1385.43 1487.44,1385.42 1488.78,1385.31 1490.13,1385.32 1491.48,1385.52 1492.83,1385.31 1494.17,1385.52 1495.52,1385.3 1496.87,1385.52 1498.22,1385.31 \n",
       "  1499.56,1385.3 1500.91,1385.31 1502.26,1384.31 1503.61,1385.52 1504.95,1385.3 1506.3,1385.62 1507.65,1385.31 1509,1385.43 1510.34,1385.3 1511.69,1385.31 \n",
       "  1513.04,1385.31 1514.39,1385.52 1515.73,1385.3 1517.08,1385.31 1518.43,1385.31 1519.78,1385.29 1521.12,1384.91 1522.47,1385.34 1523.82,1384.91 1525.17,1385.31 \n",
       "  1526.51,1385.51 1527.86,1385.31 1529.21,1385.32 1530.56,1385.52 1531.9,1385.31 1533.25,1385.52 1534.6,1385.3 1535.94,1385.31 1537.29,1385.31 1538.64,1385.31 \n",
       "  1539.99,1385.31 1541.33,1385.31 1542.68,1384.91 1544.03,1384.91 1545.38,1384.91 1546.72,1385.3 1548.07,1385.31 1549.42,1385.31 1550.77,1385.31 1552.11,1385.31 \n",
       "  1553.46,1385.31 1554.81,1385.31 1556.16,1385.31 1557.5,1385.3 1558.85,1385.3 1560.2,1385.31 1561.55,1385.33 1562.89,1385.3 1564.24,1385.31 1565.59,1385.31 \n",
       "  1566.94,1385.3 1568.28,1385.31 1569.63,1385.32 1570.98,1385.89 1572.33,1385.32 1573.67,1385.31 1575.02,1385.39 1576.37,1385.3 1577.72,1385.31 1579.06,1385.31 \n",
       "  1580.41,1385.52 1581.76,1385.3 1583.1,1385.3 1584.45,1385.32 1585.8,1384.94 1587.15,1385.3 1588.49,1385.63 1589.84,1385.3 1591.19,1385.3 1592.54,1385.29 \n",
       "  1593.88,1385.36 1595.23,1385.31 1596.58,1385.3 1597.93,1385.34 1599.27,1385.34 1600.62,1385.31 1601.97,1385.31 1603.32,1385.31 1604.66,1385.31 1606.01,1385.3 \n",
       "  1607.36,1385.3 1608.71,1385.25 1610.05,1385.42 1611.4,1385.31 1612.75,1384.9 1614.1,1385.31 1615.44,1385.6 1616.79,1383.97 1618.14,1385.26 1619.49,1385.31 \n",
       "  1620.83,1384.9 1622.18,1385.31 1623.53,1385.25 1624.88,1385.31 1626.22,1385.32 1627.57,1385.31 1628.92,1385.32 1630.26,1385.31 1631.61,1385.31 1632.96,1385.31 \n",
       "  1634.31,1385.31 1635.65,1385.34 1637,1385.31 1638.35,1385.31 1639.7,1385.31 1641.04,1385.27 1642.39,1384.91 1643.74,1385.25 1645.09,1384.91 1646.43,1384.91 \n",
       "  1647.78,1384.91 1649.13,1384.91 1650.48,1384.91 1651.82,1384.94 1653.17,1384.95 1654.52,1384.91 1655.87,1384.95 1657.21,1384.95 1658.56,1384.94 1659.91,1384.95 \n",
       "  1661.26,1385.31 1662.6,1385.31 1663.95,1385.31 1665.3,1384.95 1666.65,1384.95 1667.99,1385.31 1669.34,1385.31 1670.69,1385.31 1672.04,1385.31 1673.38,1385.31 \n",
       "  1674.73,1385.31 1676.08,1385.31 1677.42,1385.31 1678.77,1385.31 1680.12,1385.31 1681.47,1385.31 1682.81,1385.31 1684.16,1385.31 1685.51,1385.31 1686.86,1385.35 \n",
       "  1688.2,1385.31 1689.55,1385.31 1690.9,1385.31 1692.25,1385.31 1693.59,1384.95 1694.94,1384.95 1696.29,1384.95 1697.64,1384.91 1698.98,1385.25 1700.33,1385.23 \n",
       "  1701.68,1385.31 1703.03,1385.31 1704.37,1385.31 1705.72,1385.31 1707.07,1385.31 1708.42,1385.31 1709.76,1385.31 1711.11,1385.31 1712.46,1385.31 1713.81,1385.17 \n",
       "  1715.15,1385.31 1716.5,1385.31 1717.85,1384.97 1719.2,1384.97 1720.54,1385.25 1721.89,1384.97 1723.24,1384.97 1724.58,1384.95 1725.93,1385.3 1727.28,1385.3 \n",
       "  1728.63,1384.98 1729.97,1385.13 1731.32,1385.13 1732.67,1385.13 1734.02,1385.13 1735.36,1385.13 1736.71,1385.13 1738.06,1385.13 1739.41,1384.91 1740.75,1385.29 \n",
       "  1742.1,1385.16 1743.45,1385.13 1744.8,1385.13 1746.14,1385.13 1747.49,1385.13 1748.84,1384.95 1750.19,1385.13 1751.53,1385.13 1752.88,1384.98 1754.23,1385.32 \n",
       "  1755.58,1385.31 1756.92,1385.25 1758.27,1385.22 1759.62,1385.22 1760.97,1385.22 1762.31,1385.22 1763.66,1385.22 1765.01,1385.22 1766.36,1385.22 1767.7,1385.22 \n",
       "  1769.05,1385.22 1770.4,1385.22 1771.74,1385.22 1773.09,1385.22 1774.44,1385.22 1775.79,1385.22 1777.13,1385.22 1778.48,1385.22 1779.83,1385.22 1781.18,1385.22 \n",
       "  1782.52,1385.22 1783.87,1385.22 1785.22,1385.22 1786.57,1385.22 1787.91,1385.22 1789.26,1385.22 1790.61,1385.22 1791.96,1385.22 1793.3,1385.22 1794.65,1385.22 \n",
       "  1796,1385.22 1797.35,1385.22 1798.69,1385.22 1800.04,1385.22 1801.39,1385.22 1802.74,1385.27 1804.08,1385.31 1805.43,1385.3 1806.78,1385.95 1808.13,1385.53 \n",
       "  1809.47,1385.52 1810.82,1385.31 1812.17,1385.3 1813.52,1385.29 1814.86,1385.29 1816.21,1385.29 1817.56,1385.3 1818.9,1385.31 1820.25,1385.12 1821.6,1385.53 \n",
       "  1822.95,1385.26 1824.29,1384.95 1825.64,1385.3 1826.99,1385.23 1828.34,1384.95 1829.68,1385.3 1831.03,1385.29 1832.38,1385.31 1833.73,1385.33 1835.07,1385.3 \n",
       "  1836.42,1385.15 1837.77,1385.29 1839.12,1385.29 1840.46,1385.31 1841.81,1385.31 1843.16,1385.26 1844.51,1385.26 1845.85,1385.31 1847.2,1385.3 1848.55,1385.33 \n",
       "  1849.9,1385.29 1851.24,1385.26 1852.59,1385.27 1853.94,1385.43 1855.29,1385.3 1856.63,1385.61 1857.98,1385.26 1859.33,1385.23 1860.68,1385.35 1862.02,1385.26 \n",
       "  1863.37,1385.53 1864.72,1385.3 1866.06,1385.3 1867.41,1385.43 1868.76,1385.3 1870.11,1385.24 1871.45,1385.3 1872.8,1385.37 1874.15,1385.31 1875.5,1385.3 \n",
       "  1876.84,1385.29 1878.19,1385.31 1879.54,1385.42 1880.89,1385.31 1882.23,1385.29 1883.58,1385.31 1884.93,1386.1 1886.28,1385.52 1887.62,1385.31 1888.97,1385.59 \n",
       "  1890.32,1385.36 1891.67,1385.43 1893.01,1385.31 1894.36,1385.3 1895.71,1385.27 1897.06,1385.22 1898.4,1385.3 1899.75,1385.31 1901.1,1385.22 1902.45,1385.25 \n",
       "  1903.79,1385.53 1905.14,1385.42 1906.49,1385.3 1907.84,1385.31 1909.18,1385.53 1910.53,1385.32 1911.88,1385.33 1913.22,1385.31 1914.57,1385.31 1915.92,1385.31 \n",
       "  1917.27,1385.59 1918.61,1385.23 1919.96,1385.36 1921.31,1385.31 1922.66,1385.31 1924,1385.43 1925.35,1385.26 1926.7,1385.43 1928.05,1385.3 1929.39,1385.3 \n",
       "  1930.74,1385.25 1932.09,1385.31 1933.44,1385.31 1934.78,1385.45 1936.13,1385.26 1937.48,1385.17 1938.83,1385.31 1940.17,1385.3 1941.52,1385.32 1942.87,1385.51 \n",
       "  1944.22,1385.43 1945.56,1385.42 1946.91,1385.31 1948.26,1384.86 1949.61,1385.45 1950.95,1385.31 1952.3,1385.31 1953.65,1385.3 1955,1385.95 1956.34,1385.52 \n",
       "  1957.69,1385.33 1959.04,1385.25 1960.38,1385.34 1961.73,1385.53 1963.08,1385.33 1964.43,1385.3 1965.77,1385.52 1967.12,1385.26 1968.47,1385.34 1969.82,1385.52 \n",
       "  1971.16,1385.22 1972.51,1385.31 1973.86,1385.52 1975.21,1385.31 1976.55,1385.23 1977.9,1385.31 1979.25,1385.53 1980.6,1385.53 1981.94,1385.22 1983.29,1385.31 \n",
       "  1984.64,1385.53 1985.99,1385.3 1987.33,1385.3 1988.68,1385.26 1990.03,1385.22 1991.38,1385.32 1992.72,1385.31 1994.07,1385.52 1995.42,1385.32 1996.77,1385.31 \n",
       "  1998.11,1385.52 1999.46,1385.23 2000.81,1385.31 2002.16,1385.29 2003.5,1385.32 2004.85,1385.52 2006.2,1385.45 2007.54,1385.45 2008.89,1385.31 2010.24,1385.31 \n",
       "  2011.59,1385.31 2012.93,1385.31 2014.28,1385.31 2015.63,1385.31 2016.98,1385.22 2018.32,1385.05 2019.67,1385.31 2021.02,1385.32 2022.37,1385.43 2023.71,1385.23 \n",
       "  2025.06,1385.25 2026.41,1385.36 2027.76,1385.12 2029.1,1385.3 2030.45,1385.27 2031.8,1385.32 2033.15,1385.31 2034.49,1385.3 2035.84,1385.32 2037.19,1385.31 \n",
       "  2038.54,1385.52 2039.88,1385.42 2041.23,1385.29 2042.58,1385.45 2043.93,1385.43 2045.27,1385.32 2046.62,1385.23 2047.97,1385.52 2049.32,1385.29 2050.66,1385.3 \n",
       "  2052.01,1385.6 2053.36,1385.32 2054.7,1385.42 2056.05,1385.24 2057.4,1385.12 2058.75,1385.31 2060.09,1385.32 2061.44,1385.42 2062.79,1385.33 2064.14,1385.29 \n",
       "  2065.48,1385.61 2066.83,1385.31 2068.18,1385.31 2069.53,1385.31 2070.87,1385.3 2072.22,1385.31 2073.57,1385.08 2074.92,1385.3 2076.26,1385.35 2077.61,1384.91 \n",
       "  2078.96,1385.53 2080.31,1385.29 2081.65,1385.45 2083,1385.3 2084.35,1385.53 2085.7,1385.3 2087.04,1385.31 2088.39,1385.3 2089.74,1385.32 2091.09,1385.31 \n",
       "  2092.43,1385.34 2093.78,1385.3 2095.13,1385.32 2096.48,1385.43 2097.82,1385.31 2099.17,1385.59 2100.52,1385.3 2101.86,1385.25 2103.21,1385.31 2104.56,1385.32 \n",
       "  2105.91,1385.31 2107.25,1385.29 2108.6,1385.31 2109.95,1385.31 2111.3,1385.31 2112.64,1385.59 2113.99,1385.31 2115.34,1385.31 2116.69,1385.32 2118.03,1385.31 \n",
       "  2119.38,1385.31 2120.73,1385.31 2122.08,1385.6 2123.42,1385.3 2124.77,1385.31 2126.12,1385.59 2127.47,1385.31 2128.81,1385.3 2130.16,1385.32 2131.51,1385.32 \n",
       "  2132.86,1385.36 2134.2,1385.59 2135.55,1385.59 2136.9,1385.31 2138.25,1385.45 2139.59,1385.3 2140.94,1385.59 2142.29,1385.31 2143.64,1385.23 2144.98,1385.35 \n",
       "  2146.33,1385.3 2147.68,1385.29 2149.02,1385.3 2150.37,1385.36 2151.72,1384.65 2153.07,1385.53 2154.41,1385.59 2155.76,1385.3 2157.11,1385.52 2158.46,1385.26 \n",
       "  2159.8,1385.31 2161.15,1385.22 2162.5,1383.98 2163.85,1385.3 2165.19,1385.29 2166.54,1385.6 2167.89,1385.29 2169.24,1385.3 2170.58,1385.29 2171.93,1385.26 \n",
       "  2173.28,1385.3 2174.63,1385.31 2175.97,1385.3 2177.32,1385.39 2178.67,1385.3 2180.02,1385.31 2181.36,1385.3 2182.71,1385.31 2184.06,1385.31 2185.41,1385.32 \n",
       "  2186.75,1385.32 2188.1,1385.31 2189.45,1385.74 2190.8,1385.31 2192.14,1385.31 2193.49,1385.59 2194.84,1385.3 2196.18,1385.35 2197.53,1385.31 2198.88,1385.34 \n",
       "  2200.23,1385.35 2201.57,1385.31 2202.92,1385.3 2204.27,1385.23 2205.62,1385.31 2206.96,1385.31 2208.31,1385.3 2209.66,1385.59 2211.01,1385.44 2212.35,1385.3 \n",
       "  2213.7,1385.31 2215.05,1385.59 2216.4,1385.31 2217.74,1385.31 2219.09,1385.33 2220.44,1385.31 2221.79,1385.31 2223.13,1385.53 2224.48,1385.52 2225.83,1385.3 \n",
       "  2227.18,1385.59 2228.52,1385.3 2229.87,1385.32 2231.22,1385.44 2232.57,1385.31 2233.91,1385.53 2235.26,1385.24 2236.61,1385.3 2237.96,1385.28 2239.3,1385.59 \n",
       "  2240.65,1385.31 2242,1385.52 2243.34,1385.24 2244.69,1385.31 2246.04,1385.3 2247.39,1385.34 2248.73,1385.19 2250.08,1385.3 2251.43,1385.29 2252.78,1385.24 \n",
       "  2254.12,1385.52 2255.47,1384.65 2256.82,1385.31 2258.17,1385.31 2259.51,1385.31 2260.86,1385.31 2262.21,1385.23 2263.56,1385.31 2264.9,1385.31 2266.25,1385.31 \n",
       "  2267.6,1385.29 2268.95,1385.31 2270.29,1385.33 2271.64,1385.31 2272.99,1385.3 2274.34,1385.31 2275.68,1385.31 2277.03,1385.22 2278.38,1385.3 2279.73,1385.32 \n",
       "  2281.07,1385.3 2282.42,1385.3 2283.77,1385.16 2285.11,1385.3 2286.46,1385.3 2287.81,1385.31 2289.16,1385.16 2290.5,1385.3 2291.85,1385.34 2293.2,1385.35 \n",
       "  2294.55,1385.3 \n",
       "  \"/>\n",
       "<path clip-path=\"url(#clip4900)\" d=\"\n",
       "M1947.14 251.724 L2280.76 251.724 L2280.76 130.764 L1947.14 130.764  Z\n",
       "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip4900)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  1947.14,251.724 2280.76,251.724 2280.76,130.764 1947.14,130.764 1947.14,251.724 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip4900)\" style=\"stroke:#009af9; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  1971.14,191.244 2115.14,191.244 \n",
       "  \"/>\n",
       "<g clip-path=\"url(#clip4900)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2139.14, 208.744)\" x=\"2139.14\" y=\"208.744\">LUE</text>\n",
       "</g>\n",
       "</svg>\n"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(t/3600, LUE_t,xlabel = \"t (hr)\",ylabel = \"LUE (-)\",label=\"LUE\",ylim=0:100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "savefig(joinpath(output_dir, \"LUE_step_t.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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